{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2228fc3b",
   "metadata": {},
   "source": [
    "# 一、认识Matplotlib"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0cb44ed7",
   "metadata": {},
   "source": [
    "索引<br>\n",
    "二、绘图环境配置<br>\n",
    "三、基础图形绘制<br>\n",
    "四、通用参数设置<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3600eb23",
   "metadata": {},
   "source": [
    "## 常用配置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3600eb24",
   "metadata": {},
   "source": [
    "> 颜色设置`colormap`：分类颜色`cool`、`Set2`、`Set3`、`hls`；连续颜色：`Reds`、`Blues`、`Greens`、`GnBu`,离散颜色：`RdBu`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9933aa87",
   "metadata": {},
   "source": [
    "> <p>常用图形：plot(),bar(),barh(),pie(),hist(),<br>\n",
    "> 常用参数(plt.)：,color,label,alpha,marker,<br>\n",
    "> 直接调用(df.plot(kind=))：labels<br>\n",
    "> 不常用参数：width,height,bottom\n",
    "\n",
    "| 图表名称    | 代码             | 参数                    |\n",
    "| ---------- | ----------      |-----------              |\n",
    "| 通用属性    |   /             | color,colormap,figsize,kind                 |\n",
    "| 折线图      | plt.plot()      | marker,                 |\n",
    "| 柱状图      | plt.bar()       |                         |\n",
    "| 条形图      | plt.harh()      |                         |\n",
    "| 直方图      | plt.hist()      |bins,                    |\n",
    "| 箱线图      | plt.boxplot()   |                         |\n",
    "| 散点图      | plt.scatter()   |color,sizes              |\n",
    "| 饼图        | plt.pie()       |labels,autopct='%0.2f%%',explode             |\n",
    "| 面积图      | plt.stackplot()  |                        |\n",
    "| 热力图      | plt.imshow()     |cmap                    |\n",
    "| 极坐标图    | polar = True     | subplot(polar = True)   |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1823747a",
   "metadata": {},
   "source": [
    "# 二、 绘图环境配置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34a540f4",
   "metadata": {},
   "source": [
    "## 2.1 包导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4a729d07",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "436b680f",
   "metadata": {},
   "source": [
    "## 2.2 基本设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "31d35e47",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 常用配置\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 坐标轴完整显示\n",
    "plt.style.use('seaborn-white')                       # 图表样式\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'    # 设置字体 \n",
    "%matplotlib inline   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0824f022",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 不常用配置\n",
    "plt.rcParams['font.size'] = 14                # 设置全局字体大小\n",
    "plt.rcParams['figure.figsize'] = [8,5]      # 设置全局画布大小"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d1c4c7f",
   "metadata": {},
   "source": [
    "## 2.3 获取本地字体"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "76145bb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.font_manager import FontManager \n",
    "\n",
    "#获取电脑上所有字体的名称\n",
    "font = [font.name for font in FontManager().ttflist] "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f870fe23",
   "metadata": {},
   "source": [
    "## 2.4 其他"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b8c93ce9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取可用图标样式\n",
    "available = plt.style.available\n",
    "# 常用['bmh','classic','seaborn','ggplot']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6a3df109",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 参数设置\n",
    "x , y  = np.arange(6)+1, np.random.randint(0,10,15)\n",
    "y1, y2 = [np.random.randint(20,35,6) for i in range(2)]\n",
    "labels = np.array(['G1','G2','G3','G4','G5','G6'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e8e8418",
   "metadata": {},
   "source": [
    "# 三、 基础图形绘制"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e8e8418",
   "metadata": {},
   "source": [
    "## 3.1 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e8603ddd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21d49a970d0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y,marker = '*') # 只给了一个参数，Y轴，X轴默认：从0~N"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8e8ef77",
   "metadata": {},
   "source": [
    "## 3.2 条形图、柱状图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ae34f53",
   "metadata": {},
   "source": [
    "### 3.2.1 堆叠柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "01d8e3fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 6 artists>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(labels,y1,color = 'orange',width = 0.5)\n",
    "plt.bar(labels,y2,bottom = y1,width = 0.5) # y2画到y1上面"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d973b91",
   "metadata": {},
   "source": [
    "### 3.2.2 分组柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dbbcb290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 6 artists>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "width = 0.4\n",
    "plt.bar(x-width/2,y1,width=width)\n",
    "plt.bar(x+width/2,y1,width=width)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ac98042",
   "metadata": {},
   "source": [
    "### 3.2.3 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1186d2e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(10000) # 正态分布\n",
    "plt.hist(\n",
    "    x,bins = 100,color = 'red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ec4e153",
   "metadata": {},
   "source": [
    "### 3.2.4 箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5bf056ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(500,6)\n",
    "\n",
    "plt.boxplot(\n",
    "    x,labels=labels,sym = 'ro')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc102b16",
   "metadata": {},
   "source": [
    "### 3.2.5 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c119ae67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x21d4bedcca0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(100,2)\n",
    "\n",
    "plt.scatter(\n",
    "    x[:,0],x[:,1],\n",
    "    color=np.random.rand(100,3),\n",
    "    sizes=np.random.randint(100,300,size = 100),\n",
    "    alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d09dd450",
   "metadata": {},
   "source": [
    "### 3.2.6 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5f71de3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p      = np.random.randint(10,100,5)\n",
    "labels = ['一星','二星','三星','四星','五星']\n",
    "\n",
    "plt.pie(\n",
    "    p,labels= labels,\n",
    "    textprops={'family':'SimHei','fontsize':12}, # 设置字体样式\n",
    "    autopct='%0.2f%%',               # 显示百分比\n",
    "    explode = [0,0,0,0,0.15])        # 突出某一部分\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "859ff109",
   "metadata": {},
   "source": [
    "### 3.2.7 面积图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5cfc7434",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(1,7)\n",
    "data = np.random.randint(5,10,(4,6))\n",
    "plt.stackplot(x,data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a2ce2b4",
   "metadata": {},
   "source": [
    "### 3.2.8 蜘蛛图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fb899ca6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "angles = np.arange(0,2*np.pi,np.pi/3) # 弧度\n",
    "stats = np.random.randint(50,120,size = 6) # 个人能力强弱\n",
    "labels = np.array(['G1','G2','G3','G4','G5','G6'])\n",
    "# 首尾相连，和原来相比，长度增加了一个\n",
    "angles = np.concatenate([angles,angles[[0]]])\n",
    "stats = np.concatenate([stats,stats[[0]]])\n",
    "\n",
    "plt.figure(figsize=(6,6))\n",
    "axes = plt.subplot(111,polar = True) # 极坐标图\n",
    "axes.plot(angles,stats,marker = 'o',lw = 2) # 折线图\n",
    "\n",
    "axes.fill(angles,stats,alpha = 0.2)         # 填充颜色\n",
    "axes.set_thetagrids(angles[:-1]*180/np.pi,labels=labels,fontsize = 18) # 设置了角度显示\n",
    "axes.set_rgrids(np.arange(0,140,20))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5e207b9",
   "metadata": {},
   "source": [
    "### 3.2.9 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "838a834f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x21d4d042a90>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.randn(7,7)*5\n",
    "\n",
    "plt.imshow(data,cmap=plt.cm.Blues) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29148ac9",
   "metadata": {},
   "source": [
    "### 3.2.10 极坐标图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c87f79cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21d4d0ad5b0>]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = np.linspace(0,4*np.pi,10)\n",
    "b = np.linspace(0,3,10)\n",
    "ax = plt.subplot(111,projection='polar')\n",
    "ax.plot(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "998178e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 10 artists>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vm/VyTj4n64Gld1XNc2RZ3gH8H5nO6SZSg5Q+nf7/KVmWPwy8BHhUluVioB54ao6+fB7gBeDUPPcWgE8g8G9nv/Ns4fz3nT9vXqMj4WDLyBaCjiAH6g5sbGE0QDKkjFkxNs2GVbVi02xIhoRgCDPeYuBKutjbt/fF1wQDXdBfHPiVZfaNKqobdmsiYUlwuOYw1ZPV7B7YPa81aXVYuexjlwnVO6u5/wv3/4dhGHtlWf4rRVFii7mXLMtu4AfAYzNeW/HnZD2x4QQSuBx4APg0EJ56UVGU54B3w3T7sOsBGXgwfcoOIAbMNRT+K8C9pB6AD88+KMuyU5CEnwmi8Pqr//Vqoe3qtrlXaEBdsI7KcCUnK06mmq5uEARDSM2uSY8vcCVdSHpqjKwmahmiFrKHpv+tizoGxmnidpqLnf79IRnSaRMNbZoNV8I1/W+LlnqsdUEnao0StodT82ZsoY2RVJ+2JsdcY7QNt1EeLqerrGvOr23rNVspaSyRbv/o7W9KhBM7ZFm+QVGUwUXc6UukPh+DwJSntaLPyXpjw+5BAsiybAAvm9qDTL/mBCZI/XL4nqIoH0y//h5SD8QjwGWk9ig/OzOvLO26O2ZvesuyXC9axdsdxY7t13/telulXDnnmqasxgnHBD3e9e1OzxZDd8KNYAip2TX2F6cGrmRcw0r2IEVdxJl0ptaXSE1dnJ6tkxbMkH2di+aMvclT5aeYcE7MeWp4JMwdH78jOXpidExX9esVRXl2rnPT+/U3ktqO+hhwqaIoV6zkc7Ie2YgW5EIYwAXAduA7siwfVxTla+n/e4BbSD0ArwVulWX5YkVRngJIuyanuSeyLF8gWsTbK7ZUFF/3leusc0apN4DVOHOQV1G8CHhxGqC/yL/iaYC5Rhd1wvYwYXsYH6lhgjNFvSJcQXOgGdEQCdvCqa7grvE1m7+zLNLW5LhrnM3Dm4mFY3Nak+4KN6/9/mutD/7bg+XH7zn+uCzL71QU5dezz0sHOH9MKsA5JsvyzMPL+pysV844gUz/8J4HnpdluRH4O+BrwD+RimqPp0/dL8vyOcD7gaeyXUuW5XcIovDjrddsFS7/xOWSZJOy3lPSJGS/TNgeXnd7jRbNgjeSmsXiSroIOoIEXIF5Xbp8xhCMadF88cVUS7KySBkNwYYXB3S5A8Qt62OeVtwSn96b3DW4C6VKIWbN1CiL3cJVn71KqthaIT3+rcf/V94m78LgM7Pmdv8LcFxRlN9nudWSPyfrmTNGIGVZbgOaZ7rbwGGgAkBRFA0Yn/W2I8CeLNeSBEH4DwQ+esnfXyLs+otdc0apnQknsl+mx9tDwB3IxZdiOo6kg/JwOd6IF8EQGHON0evtzZtBXjlHgJAjRMgRooce7Ek7ZZEy2obbsOiW6UFmIdvSB3StKmlrMmQPsc23ja6yLsZd45mnCQJ737oXb4tXuPtTd/+Drup7ZVl+s6IoU/75W4BaWZan3BwbIMmyHFIUxcMiPycbgTNGIIErgH+XZblhxpjNc0j9cJFl+UbAryjKh2a85yxSIjqNLMulokX8vWSVrrj2y9cKjRc0znlDb8RLU6CJY1XHiNjye7yII+mgerIab8Q7PchLqVLycpCX2cStcQZLBhksGUwN6IqUUhesw51wM2GfwFfkW9Y0w9UibA9zqPYQsk/GlXQxUDyQda1NFzfxxp+90XLbR267KjISeU6W5WsVRTlJ6rMyc+DRR4Bzgbcu9nOyUTiTBPIPwOeB78qy/GXgfFKbz29NH78F+IEsy48CzwBvIxW5+8DUBWRZrhWt4sOeKs+mG75+g6V0U2n2O6UrYrxRLx21HYueSbLaCIZAebic6slUY15fkY/e0t516TqbhSZqjHpGGfWMggElsRLqg/U4VAd+jx+/x5+XXZWSUpJDtYfYPLKZtpE2TlaczLq142328safv9F296fubh7cN/i8LMtXzQ7eyLI8BkQVRTkhy/KCn5ONxIZMFM9GurHoy4EWUnlanwf+XlGUP6WP/wL4ePr1g8B1wDXp36jIstwoWsUny9vKm974szfa5hJHQRfYOrwVu2rnUM2hvBRHe9JO82gze/v34k64OVFxgkO1hxjxjBTEcT4ECDqDKNUKh2oOIRgCOwd3ssW/BXfcvdary8AQDE5UnCBsC7NzcCdWNfsUTEexg1f+9ystbS9r8wiS8FA6gp2VhT4nG40NneaTK2RZbhGt4qNV26oqb/jvG6w2ty3reTbVhuyXGfYMM1ScZzPg0/Ow64J1WHUrA8UDjLpH89ZNnCLvSw3Xyfe1JFpCy2gLxyuPnx6gmoGhGzz0Hw/pR247kjA041pFUR5a5WXmHQWBXABZlreKVvHh2t215dd99TrLXLOoPTEPbSNtC+airToGVIQrqA/WE7FGGCgZmPMDko/kvUDOwJ60UztRizfqxefxMVQ8lFcWuSPpQPbL9Jf0M+IZyXqOYRg8+rVH9Y4/dKiGbtywkhrujUBBIOchPWHw4YZzG0qu/Y9rLRZ79i3byslK6ibqOFp1lLg1T9JCDCiNlrJpbBOT9kn6SvvWZcBlPQnkFKIuUjtRS1WoioHiAXxFvryxKCVdYqt/K2FbmB5vT9Z1GYbBE99+wtj/f/s1QzdecyaPdCgI5BzIsixLVumJ9rPbSy/5z0sEwZ79CW8Ya6AoXoRSpeSNteCJeWgeayYuxenx9uSPaC+D9SiQU0iaREOwgdJIKX3ePkZdeeJ6G9A01oQj6eBY1bGswRtDNzj+zePc99v7tLQledcarHTNKQhkFmRZ3ixaxCcazm/wvuMz77DUxms5Un3kdAE0YNPYJhyqg2OVx/LiwXcmnDQFmhAQ6C7rzvvUosWwngVyCptqo3GsEVfSRbe3O2+2YOrH6ymKFaFUK6eLpAGto60YhsGvb/y18cIvX1AN3bj2TJzJXRDIWciy3CRaxSfq9tZVXv/V6y2STaJqsorKUOWLImlAc6AZi27hRMWJNRdHm2pj09gmnElnXn0Ac8FGEMgpHAkHTWNNSLpEd1l3XuwF1wZTe6ZHqo5giMa0OAKcKj+FgcHj33jcOPDbAwlDN65WFOXRNV7yqlIQyBmkm048Ub2juuaG/7nBOjMgMy2SVUdoHmsGUg/QWoqjqIs0jjdSGi2lt7SXgCuw5mKdazaSQE7hiXtoCjSRlJJ0lnWu+d5w9UQ1FeGKOZ9twzB4+CsP64f/dDhuaMYViqI8vXarXV0KAplGluVK0So+WbGlovHV33q11erKjFZXTVTRNNbEiHuEzvLONRWjolgRm0c24yvyMVg8uOGEcYqNKJBTTFVaLXaCoZlMPdsBV4CTFScz1mLoBg/82wP6sTuPRXRNv0xRlH1rstBV5oxJFJ8PWZZtolW8pbSxtPGV33hlVnHEAE/CQ9gWxpVwIRpr860TdZHm0WaaAk0cqT7CYMnGFceNzphrjIO1B/FGvGzzb5szkdt00s92xBbBkXRkfbYFUeCKT14htlze4hQt4l2yLFevwUpXnTNeIGVZFgRJ+I7VaT3n+q9fb7V77JknGdASaAHgcM1hhouG2e7bPm/LezMoihWxe2A3cUucjtqOdR2dLpBCkzSOVx3HV+Rj59BOKkIV042BV4UZe46Hag4xXDTMNt+20zq7TyFKIlf9y1WSt8XrFa3irem2aBuaM14ggQ9h8O7r/us6a1F1UdYTNo1tQtTF6X0Zf5GfYc/qieRMq/Fo9dGC1bgBGXONcaD2wIvWpLYK1uSsgMzUsx1wB+YUSYvDwvVfvd5mc9n2CpLw/eXMuVlPnNECKcvySxH4xhWfvEKs3V2b9ZzGsUbsqj1jX2a1RLIoVsSugV3TVmO2Hn8FNgbT1qTHx87BtDVpFlnEcYqh4iGCjiBb/VuzWrOeKg/Xf/V6q4DwNlL9VDcsZ2yQJp3r+MLO1+/0XPqRS7P+FqyZqKEkWoJSpcxpsWWkAOWKdJ5lcayYE5UnNrYwGmDVUzNmRENEMAQEBARDoHWkdboTzeyBXRvZipY0ic2jmxEMgeOVx3P+bM0ljjNpGGvIahxMcfSOo9z/hft1DF6hKMqfc7fA/OGMFEhZlotFq/hc7e7aplf+zyutoiXTAiyOFtM01kRHTUcqP2weci2SiykHW0+Iuogr4cIVd5FMpPI2y4QibJoNwRAwMFAllYSUQBO1lBiSEsSqiSqGi4anBVM0xNQkRM06/d6klDxtEFjUFiVkD62v0QlzkPMy1kWK49S5bSNthG3h1LZOFtI5kmFd089WFOX4yheYX5xxAinLsihaxNvcFe6r3viLN9ocxY6Mc+xJO9t92zlUc2jROWq5EsnFNBTIZ0RdxJ1wY486mZjU8EXC9CfGGNYnCCQjJA2NnRWVnL2pkqSUXHD8xIJpPgapCYczRsm6E27cCTeSLhG1RqcHiIVsobzs3bgQnpiHLSNbOFl+cmVFAEsRxzRTLd16vD1Zx8vqms7tH71d7X++v0dP6mcripJ9Bu065cwTyG3ylyx2yz++4advsJS1lGUcF3WRXYO7OFl+kpBjaYO1ViqSi2lJlW8IhkBxrBhb0M1oKE53fJROdZih+AT6HOHYBq+bS7dk3/OdzYryIA1enGqYnmwo6VJqQJc7wJhzLG/q5xfCptqQfTLDRctspbcMcZzCqlppH2rnaPXRrFs98VCc37/z94mQL/SgrurXpceXbAjOKIGUZfkvEfjf6796vdB0cVPmCQZs821j1DPKsGd4WfdYlkgaUDtRS0W4gqNVR9e8smIhJE2iJFLK+KjOsclhjieHCKqL3yP1uuxcs3PuURUzyXmieHpAV3mknNJoKUkxOT2gK2FJ5O4+JiDqIm0jbaiiSmd55+KHv61AHKdwx920jbTRUduRdetivGec37/z92oylvy6clT5x6XfIT85YwRSluVzBVF4/MIPXWg9621nZT1nU2ATgiHQXd69onstRSSnAhGiIXKi8kTeTjy0qTa8k2WMj2l0RAY4FOsnpi+vW7rNIvK6s1sXda7ZlTRTA7rKImXTA7pGPCP52+hjxjiPo1VHF+5YnwNxnKIiVDH9XGe7Ts9TPdz24dsMDN6pKMovl3+n/OGMEEhZlj2iVTy6+crNNVd/7mop2wTC8lA51aFqDlcfzklQZDEiadEsbPNtI+AOzDlYaS0RDIHicAnRYQuHwoMrEsXZvP6cVqzSwulRq1lqKOkS3oiXylAlFs0yncqVj274ogbC5VAcp9gU2DTdLSob+3+9n8e/+XjS0I2diqIcW/kd15YzIg9SEIWvOEoclZd/4vKs4uiOu2kINsybzrNUFsqTtCft7BzcSV9pHwMl+SWOVtVK5XAtgaN2fqUc4BfDT/JcpDtn4ggQjuffNoImaox4RjhSc4Sj1UexalZ2D+xm8/BmnAnnWi/vNMZcYyhVClv9WymOFmeeYII4AvR4e3AlXHPmaO5+827qzq5DtIq/kmU5+6D4dcSGF0hZll9q6Mb7r/7Xq23ZZslYVStbhregVCk5TwuZSyQdSQfbfds5UXki69zitcIT81DRX89xJc53ux7j7skOwpo5+3LheP4NM5tJ0pKkz9vHvvp9jLpHaRltoX2wHW/Eu7qlgPMQtUU5VHOIlkALJZGSFw+YJI4ACHCs6hj1wXo8cU/mYUHgpZ95qVUUxbOAv8/hndeEDS2Qadf6lztes8NoOK8h47hgCGzzb6OzrNO0ROzZIulMONnm28bxyuOp2cp5gDvuxtNVw2PHh/hW/0M8GT6FapjrVkYS+WdBZkWAcdc4h2sPc6r8FGWRMvYM7MkboUxakhyuOUzzWPP0mkwTxzSaqHG06ihtw21ZG2wU1RRx6UcvtQii8GVZluXcr2D12NACKYjCfzlLnJUX/+3FWb/OpkCqvVPQZW7q1pRItg+2s823DaVKyYs0HnvCjtBZyp+P9PAj/6Mcia7eJMZ8tyCzEbVFOVlxkqPVR6kIVbBzcCdFsez1+6tJUkpyqOYQjWON7BjaAZjfqzRujdNZ3snW4ezliNtftZ36c+rXvau9YQVyyrW+6rNXZR3TWhQrwhP30F/SvyrrmbRPYlftqKJK3LK2XXisqhVXfwWPHPbz6+Fn6U2Mrfoa8nEPcrHELXGOVx3nVMUpGsYb2D60fc33KFVRJWwL4064GXeOr8qedtAZJGKNUDNZk3FMEASu/MyVVlES9wIfNn815rAhBVKW5SLRKv6q/bXtesO5ma61qIu0jrRyonJ1xiU4EqnqmEO1h/AV+9akVRqko7T+ag4difCT/ic5lVhermcuCCfWnwU5m4gtwpGaI/SV9rF5ZDNb/FuwqdlnppvK1AwZweD5+udpGE8NClsNusu6qZmowZ7M7HxWVD3tav/7enW1N6RACqLwX85SZ/lcrvWmsU34i/yr0gDCnrSzzb+NY1XHiNqiq94qbYqSUCljx+z8qOcJno+uLM8zF6xnC3I2k45JOmo7GPGMsH1oO3Xjdau3Pzlrz1GzaByuOUzTWBMl0ZIF3rxydFHnVMUp2kbasrvar9xO/bnr19XecAIpy/JVhm78v6s/e7UtW2fwolgRnoQnNabAZGyqje2+7RyvPH5artpqiqRFs2DtLuMPx49yx8QBknp+5PTFVR1Vy4+15AQh3dOx/gBW3cquwV04kpl1/jlljoCMKqkcrj5My2jLquyRTjgm5nW1X/qZl0652h8xfTE5ZkMJZNq1/uXO1+/U68+pzzgu6iKbRzZzvOK46a61qIts823jVPmprAGZ1RDJ4slSTh1V+aXvaUaS+RExn8lGcLNnYwgG3WXddJZ1Ivtl6oImWZMLRKunotttI23YVfMbf8/nanuqPFz2scssgij8myzL20xfTA7ZUAIpSMJXnV5n+UV/fdGcrrWvyGf+qAIDtgxvwVfkm7f7ilkiadEslPbV8scTCo+HT+TsurlmI7nZswk5QhyoPYBVs7JzcGdurclFpvIkLAlOVJxA9smmeyq6qHOy4uScrva2G7bRcF6DsN5c7Q0jkLIsX2hoxvuu/te1d60bxhtISkl8xb4Fz821SJaGSwmdcPHDwUfxJydXfD0zWY+pPkvBEFPWZFdZF7JfpjZYu3Jrcol5jpOOSYaKh+ZMx8klk45JIrYINRNzRLU/faVFlMQ9wPvNXUnu2BACKcuyIFmlr7Ve2aqttWtdFi6jJFaSengXSU5E0oDykWoePNXHH4PPo62DGvuNbEHOZMqadCadbB3euqKf8XKSwP1FfuKWOI3ji+ugtBK6vd3UTM7tap/7nnMtokX8gizLmWU4eciGEEjgFZqqXXjhBy+0ZDvYNNbEUNGQ6a61K+Fi09imZdV0r0QkRV3E1l3Oz7uf5egqJnuvlI24BzkXhmhwquIUQUeQ9sH2pacDrbBCprOsk6JYEeXh8qW9cYlMudpbhrdktVh3/cUubB5bEeskN3LdC6Qsy6Jklb6641U7jNJNpRnHi2JFuBKu5TUZXQIWzcJW/1aUKmXhFlRzsByRtKt2Qsdd/NL/FCFtfY2BPVMsyJn4in10l3ezY2gHntgijahclA8KoFQpNI414oq7lnGBxTPpmCRsD2eNalsdVi54/wVWQRI+JcuyiVPJcsO6F0jgLQbGlvPed17m12JAc6DZ9LIrwRCQ/TLdZd1EbdEVXWspIumJeug+pnJLcF8+lAUvmY2+BzkXE44JjtQcoXW0larJqvlPzmFttSZpqQ5Aw1uxaFmdrZzR7e2mdqIWSc+Mx2x75TY8VR4JgU+buogcsK77QcqybBet4qk9f7mn7qIPXZRxvCycaoR6otLcSG7rSCtxS5z+0tyVLS7UT7IiWMmjPX3si/bm7J5rwbt37sGlO06bKSMZUmqyYXqcQ9AZxMBAF3USUoKklCRuiU9PN0xYEutyQJeoi2wd3krMEqOrrCtT/ExqPFEaKaVhvIFDtYdMbdBcM1GDTbXRU9aTcezEfSe455/vUQ3daFMUZe0rF+bA3F8j5vN+ySpVnv32szOPGNA43pjqfmwiZeEybJptSUGZxeAv8gOw3bf9dJE0oHqkjlsGD9EZG83pPdcC67gbp9NGwpIgaA1mTDZsH2znZMXJ0yYa2lQbdtVOUbwIm5oSVkmXiFljhGyh6SFdy93qmMlQbxGxiI1mOfffa13UOVp1lMbxxlQTk2rlRcEysSvPuGscT9xD41hjVvHKFb4iH3v69zBYPJgxRmTzSzfz3M+e0wOnAl8E3m7aIlbIurUgZVkuEi1izwUfuKA02wiFqskqXAkXXeVdpq3BolnYNbiLg7UHc/JhzMZplqSgU+av4caBffjzMPF7Obxkay11pe45jy+6o7iR6rPpSXimh3RZdAthW5hR9yjjzvFldQb/zbfPped4OU1bR3nJDceo3bSCqYLzUBusxRv1cqTqCIZgmN6yDAN2DeziVEX2QoZcURGqoDhWzKmKTAOi75k+bvnbWwzg1aR6R14IjALfUhTlK9muJ8vyHuB7wB7gCPABRVGeMWv963kP8mP2Irtr1xt2ZRwQdIG6YB29pea6n62jrfSU9pgmjjBjT3JoOyUD1fyy75kNI44AkVxFsgWI2WKMeEboKu+io66DffX7GCoeoihexK6BXewY3DHt9i2G7uNl9BxPRX27j5Xzy69dxJ3/104sknvHa7BkkFHXKDt8O9g8shkwuWWZACcqT9A20oZgmLdBP+IewRP3ZE37aTivgbqz6lTgt0APsBf4a+CfZVl+6+zzZVl2A3cCTwLnAI8At8uybFo95boUSFmWqwRJ+MQFH7jAZnFkPqy1E7UMe4ZNnYFcFi5DMARGPea7uX6Pn3E1ym8Gn2dynUWqF8LUSLaQiqh2l3Wzv2E/JytOIhoiW/1b2Tmwk8rJyjkDYYYBj93ZlvH6wacb+PG/X4qyvzrny/UV+cCAskgZXd4u03N2o7YoI+4RGsdMzI8UUmMamsayTBEF9rxljxVwAr9SFOWEoii3AfcCl2c5/U1AEviYoihHSNV2B9Ovm8K6FEgE/rmopkjcdn1mWaekS1SHqk2tmLFoFjaNbeJkxUnT7jGNAVX+On4y+ihBfWUR8nxkNSPZcWucgZIBOuo6OF55HGfSyZ6BPbSMtmRYOF1KOX2nvFmvE56086ef7uXmn+xlMpijOuf0nmPUFqXb2802/zZTLbsp+kv6KYmV4I7Pvc2xUsZd41g1a9Z7tFzWQutLWzXRKv67LMuCLMuXAC8B7styqQuBxxRF0QEURTGAx4DMCG2OWHcCKctyC/DBi/7mIptoyVx+/Xg9A8UDpk6iax1tpdfba6prPUX1SB2/HXyBsWSejiFdIWuVCxm3xukp6+GF+heYsE+wZXgL24e24467MQx49I5M63E2xw9U85N/v4T9TzSwoq38WQEZf7GfgDvANt8qiKQAJyrMd7W7vd00BbJbkRd+4ELJ0IxzgRHgUeAJ4MYsp9YCA7Ne8wGZTV9zxLoTSEEU/rF8c7nWekXmXGWraqUsUpZyVUxi2rV2m+9aV45Vc/PAQXyJ/K6pXglrXk0jwKhnlI66jpQrGGgi/theBntKF/X2eMzK3b9t508/3Us8toweDHNEq4eKhwg6g7QNZ2/+kEtWw9UOOULoop51AmPpplK23bBNEC3iMKmAzdnA17NcxgXM3mOKA6a1K1pXAinLshd499nvONuWbXzrpvFNqcCMSb8ILZqFprGmVXGti8LF/Ln3BD3x1R+HsJrEkhpqnvSoDNvDHKo5zO8fX3qZ8LED1fzq6xcS8C+hSmWBVJ6BkgE0UaM+mNlfINeshqvd5e1K7UVmEfy9b9kr6Kouk7IIPwa8X5bl2dG0GJliaAdMc6/WlUAC77UX24XWl2Zaj46kA3fcbapl1zraSo/X3Kg1gD1u59lTIygx8yzhfCKSRxU1xw9UMTiwPJEY9Xn4xdcu5MShyoVPXmSeY2d5J96oNzWx0ExWwdWO2WJErBHKIy/Wg4f8ITof7sTb7KXhvIakaBE/ChwGbMBsc7MfmF2/WAOYFnBYN4nisixbRKv40d1v2m2TLJmuTP14Pb1e86xHT8yDpEumu9aSLtF/yuCFqHkJvPlGOJ6k2LkGs1xmYejw6F0L7z3ORyJm5aYfns0l157g4pefRMhmgiwhCdwQDI5WHWXn4E5iltiKS1nnI2qLMuYco3qyet7eBcG+II9+/VGGDgxhcVhou7qNCz5wARZ7ppzc+ve30vvUi+l2ZWVl/MtX/4XR7anP0VjXGHd98i7eees72fOXe6x9z/a9nlQaz7CiKCOzLvck8BlZlgVFUQxZlgXgEuA/Vvq1z8V6siBfhUF1+2vaMw5ImkRRvIgxp0nuqAHNY810l5lcEWWA0FXKvZOHzb1PnrHm+5Bpju6rYWQwNyl1j93Vxh9/uhc1OesjtowKGVVSOVZ1DNkvI2nm9prtL+2ndqJ2zvQnLalxx8fvQLJJvPYHr+Xqz11N58OdPPW9p7KeHzgV4GVfeBnvuv1dvOv2d/GqX74KSpkeBVF3dh3eZi/3f+F+PNUenF6nAXwB+BKALMs1sixPjYy8EfAA35RleQfwNaAI+E3uvgOns24EUrJKH9967Vac3szxmjWTNanAjEnWY2m0lLgUP22ujCn38VVzY+A5U++Rj+RDVx9dE3jsrs05vebxg9Xc9KOzSCbSH7MVlA9GbBF6vD1s828zNWijiRq+Il9qVEQW/If8BPuCXPXPV1HWUkb92fWc///O59jdxzLOTYQThIfDVLdX4yp3Tf8Z9A5OX1+ySFz/tesRJZGb/uomtIRmEUTBAvwgfZlB0nmOiqJMANcDFwPPk7Ier1MUxbQo5rpwsWVZ3glctPtNuzMPGlAVquJA3QFzbm7wYo9HE6mcrOT45DgxPT+sqdUkH7r6HH6uloA/9z1cu5QK/vDDs3nde19gWyiV5rLcCpmAO4Ar4aIl0EJneWeOV/oig8WD7Onfw1DxUMZ+e2lTKdd/7Xpmdu0XBIFEKJG53s4Akl2iqOZ0q3xqRrxNTdXgF1UXcd1/XQdAMpLkp9f9VFJj6l8AP1cU5bTvVLqsMEvzBXNYHxakwF9VbqtMVGzJbB9XHi5n3DluWjeXynAlk/ZJU5vt2pN26oP1lG1OcmlbDVZpffxYcsVau9iaJvD4n3NrPc6k53g5t337EqJxccXlg32lfTiTTkoi5o10NQSD/pJ+GsYz0wudXieN57+YDmToBgd/f5CG8zLPHescw+6x8+d//jM/u/5n3PieG+l+vBuElAjXTtRmvMfqsiJfJ0uSTfrr3H5VyyPvP4myLDtFSXzPztfvzLqLXztRy0Dx7NzR3CAYwovBH7MwoG2kjVPlp9BFnYYyD9e0N+J1mT+JLl9Yaxf70DN1jI+Y20T2RK+Tr/yunFh0hU5bOtrcEmjJ2msxVwx7himJlSw4EfGx/3mMkWMjXPTXmcUsY11jJKNJmi9t5ob/voFNF23ijo/fgf++Q3T98X8J3v9Y1r3O9te0C1pCOy+9z7im5L1AAq8XJdHRdnVmdNGZcKILumnWXc1EDaPuUVPTemoma4hYI6dNP/Q4rFy9o4EtVeYPfs8HYkkNbY1yITVV4PG7zbMeZzLQXcrvvnvu8hLKZ5CwJBgoGaB5tDk3C8uGAD2lPWwKbMp62DAMHvnaI3Tc2MHLvvAyylrLMs658EMX8o4/vQP5FTLlTSXs2e3hlRdbsd71MIkDJ+nteJCyidKM91VsraB8S3kCeF+Ov6olk/cCKVmlD219xVbR6sycVFgzWWPaKAVRF6mZrKG/JHdNcGdjT9qpmajJGh2XRIFzmiu5eHM1FtH8mty1Zq32IQ882cDEWGbgzyyGeku49ed70LWV/Uz9Hj82zUZppDQ3C8vCmGsMh+rAmTj9+2PoBg988QEO3XSIl33xZbS8pCXr+0VJxJKIE7n1cYJf/AWRGx/CLbzoLajhSSz7/Vnfu/P1O22iRXyvLMtr6krltUDKsixrSe2iHa/ZkbFOQRcojZQy5jIntac+WM9Q0ZB5Nd1TrnXFqXnvsam8iJe3N1KaB3mCZrIW+5BqUuSJezKLDszm1JFK7vnD9pXVbwtwsuIkzYFm81xtAbrKumgONJ/28mPfeIxjfz7GtV++ls1XZlrfhm6QVHo49Y8/I/jl/yX+8H6MaGYQB2Dw4CMZAgyw5WVbEETBDbw2F1/Kcsn3KPa7vC3eRNW2qgx1KI+UE3AHTGkZL+oiFeEK9tXvy/m1p5h2rR0LN2Atdtq4ur2B57tHODVsTsPWtSayBvuQ+x5vIBR0rPp9AfY/3khZZZjzrlx+bm3CkqC/pJ+W0ZZ5x4osJbF75PgID/3HQ4weH8Xb7OUln3gJjd7UoK+IPcJQxxAHfnOACz90IVXbq4iMvpj65nRJTD50EH2fgjE6wWJqf8a7j1LX+yqis3TW5rax9ZqtwrG7jr0fE/McFyKvBVKySW/aeu3WrKZTzWRNas61CVRNVuH3+E2b1zHlWi8lNckiipzfUkVVkZNnuvxo+vrsBD8Xq+1iJxMiT927+tbjTB68RaayLrSicQ7DnmEqwhWURkoZd41nHJ9K7Pa2eHntD15LdCzKA196AIBL/v6S085NRpPc9pHbaLu6jSs/fSWH/3iYOz52B63/20rdRB0nKk9w8v5UH4Inv/MkT37nSQCKXbC1FrY0W2EZnkDomQMIra0Zn7fNV28Wj9x25DJZlksURQku+cI5IG9dbFmWt2gJraXlssz9DUfSgYFhTnDGmJF4bhLNgWY6yzuX5b43V6Rc7nwozcsl4UTagjRSlVH2pB1H0oFgCNiTdqyaNacJ0s8/uonw5NpmChiGwC0/38PYyAr2QNOudlMgexOIpSR2n7j3BKJF5JK/u4SyljIu+fAl2Nw2nnnkGdwJNxbNwiV/dwkfevJDfPCxD/C+H17L299Vz/XnCGypE5YljgCDx57AG8q0N+vPqsdisxjANcu6cA7IZwvyle5Kd9zb4s14isvD5Yy4Z5dp5obSaCmT9knTItfuuBtJlwg6l/8LscRp4+U7Gni2e5iukY3RCs2YtLG3by8AqqiiiRq6oGPX7LSMtiAZUkokSeXpxaU4YXs4NaDLFsoYCjUf8ZjE0/dlDyysNrGIlVt/voe3ffgpRGl5vwESlgTjrnGqJ6vxFZ/+i30pid2+Dh+1u2sR0kFBQRCo2V3DUMcQQ1cOUTNRQ4/1OPGnjxB/4hDGeG5GfyQngzg7ozCrDkSySWy6aJPQ+Ujna4Df5eRmSyRvBVKySW/Y/NLN9mxtzcoiZRytOmrKfeuCdaZWKTQHmlMjPleIRRK5sLWaqiInz3UNo63T4WtTDBtB9jXsy3h9T98ejtac/rMWDAG7ascdd1McK6YuWIdNszFpnyTgCiw4oOv5h5uIhvPHAh/qLeHJe1u4+JrlT8bsK+lj9+Buhj3Dp33tS0nsDo+EKW0qPe01V5mLkeMjDI4fwnlvH8FjT4GW+8BlSFEQdjVluNktl7dIXY92vVKWZYuiKKseyctLgZRluQyBC5ova844ZtEsYLAki2GxOJIOBATTOqaUREtQRTWnU+RaK4spc9t57MQQk7G1r2leLtGkhqYbSItIaTIEg5g1RswaY5T0/p0BRfEiysJlbBrbRMKSwOfxZQTy4lELTz/QbNJXsXwev3szm9uHqW5YnkegSRp+j5/aidp557NPJXa/4advyDimxlUk64sRcUPVKI2NUyf5CH7z95i5CejrfJ7q2K4Mz6rp4iZ0TXeTqrt+yMQlZCVf9yBfYbFb9Nq9maVI3ojXtNSe6slq8/YeDWgKNJnSEajUZefl7Y1sKst9LfFqEkmsQOCnBnSVd7OvYR+dZZ144h729u9lU2DT9CTDZx5sIh7NzKlda3Rd5Pb/3YWqLj8/crB4kKpQVdaOP4tJ7JZsElpSQx8PEb3raYJf+iU1vi6KJfN/8UaHB3Fn0XVHiYPq9uok8CrTF5GFvBRI0SK+pumSJiFb38eySBkBdyDn9xQMgbJImWn9HsvD5YTtYWLWmCnXt0oiVzW28JrSsxCzbEusB3IZyY7aoimxrN9H1Bplu2871b1tPPdQc87ukWtGBouyTlJcLLqoM1A8QEPwdPd5MYndhmFQXSpQM3CS4L//ith9z2GEVndIXPzIqayBptYrW22STXpjuv/jqpJ3AinLss0wjOtaL2/NUEfBEHAlXUSsuW875o14GXOOmZPaY0DjeCM9peY1wRUMgS0jWyhr1njZjgY89vyzkhbCjJpsQzAYLhpmf91+bnvGRTyWl7tK0zx9fwv9naUAaAmN37zlN/Q+PXcvgAe//CDfufA7038+d+3nsPfbsaov/vznS+w2EkniTx5m8mu/o22yhzItDGuUQubvfAFnMjOi33xpM1pCawTk1V5TPj4tL8HA2Xhh5gChkmgJQUfQlL6PNRM1pgVnqkJVjLnGTNk3naJhvIGAO0DEFsFrs/Py9gae7vTTN5a7/U6zMbOaJhK28uiTixiFsMYYhsA9N27nrX/zCPd+9h4Cp+b3lgKnAlz0txchX/uidvhFP43jjZyqODVnYrcxNoFw+CTxp49AHvTjBJjoO0H9qJNo7emWq7fJS1FtUXxycPJVgDnR2TnIR4F8Zc2umqSj2JERZiyLlDHqyr0LbNEsWHSLOcEZIyW+R6qP5P7aadxxN6WRUg7WHZx+zWaRuKSthuO+IPt6R9bKKFgSZnb1eeq+FpKJfHzcM/H3F/OLv+nHE1+4amqsa4wL3n8BrvIXuxGNG+M096dKEGcndtd6YUsd1HlTaTx5hWGgH+6D2szOSq1Xtto7bux4PfCfq7mkvHKxZVkWJJv0xtYrWzNzMAwoiZWc1vUmV3gjXgKu3O9rAhTHiolZY6ZZj4IhsHlkc6rUbNbzLggCW2tKuWp7Ay5b/ouDWdU0oaCNFx7N3pUmXwmVvpFXfTcz0jyTyGiE+EQ8IzUHAfxFfqonq7nk7y7hAw+8l/f85yW89TUlXLFToL5MyD9xTDN68sB0vutMWi5rId0CbVXdgHz71OzUElpt86XNGQfcCTcRa8SUPcKySFlqXKwJ1AXr6PP2mXJtgMaxRkbdo/Nav+UeB9fubOSpU376x/PX5TbLxX7y3lbUpLmzXHJNXPPS8ez8pZCBzgCiJPL095+m58keHCUO9rx5D9tu2IavyEfLgTLCJx4i8fwxSK591/bFEOg6xOaJ6xjxnm6w1OyqweqyqslI8jrg56u1nnwTyJcV1RbFShpKMjoIlEXKTLHypgM/Jsybsak2rLqVkD03FQezsSfteKNe9tftX3gtFolLt9SgDI2zv3fU7Fn0yyKaUBedC7lYJsYc7H88cz97PfDEPZuRpLlH0I51pdLdyreUs+svdjHw/AAP/ccDuIKjeCdGeOaUOY2kzURPJpCODMPFp/9CEy0iTRc3SSfvP3ktZ6pACqJwfu3e2qwlDt6Il8M1uZ/2VxwtNi3wY2peJalZOT3enkWvXRAEttV6qfA4eOykj2ieTBOcSSShUuTIXQT+iXta0bS82klaNLGIFWv964Hseb87X7+TLS/bgqPEgR6K4K5IUnOxBeu+A+TfT3bxTJ48hnDhDgzx9F/j1buqxc5HOjNbl5tIXj05olW8sHJbZcaaptqym1EfXR4pN2f/0YCKcIVpNeOuhAu7al/WqNuKIifXtjdSW2LumIHlkMtATXDUwcEn63N2vbUgWXMD8Vj2phqCIGAJBgn/+j6CX/wlsbuexroBhr6ND5/Ck8gseqiUK9Hi2iZZlnMzm3cR5I0FKctyMdBUJVdlHHMn3IRtJuydpQM/ZqT3lEZLCTqCpjXcna7KWabla7dKvGRrLUcGxzjYF8gblzuSQ6v28T9vRp9jvvO6QbRz8pRM20te/EVoJFUS+08yetMTOJOrm8y9GkT8A2yKOJh0nF52Wbm1ElJP/FnAw6uxlrwRSFJfNBVbMycXeuIeU/bxppLOzQj8VE1WzVsTuxKKY8UYGBkP0FIRBIEddWVUeJw8fnKIWNKcyZBLIVcW5Niwi45nss92Xm+cOL6dl+mPw0SI0AP70PYdh0iM1RsUsboYmorYH4JZ1ZBWl5XiuuLYxMDEOZyBAnlOcX1xzOqyZgRoPHEPAyW533AuC5sX+HEnTbJ6gU2BTZysOJmz61UVO7l2ZyNPnPThm1hbiyRXqT6P3b0ZY71bjwAYFEe68H/7Aey9Ciub07B+SPb7YFdxxuvVO6ttk0OT563WOvLmCRJE4dzqndVZAzRmRZnLImWmNL4ojpkX+PHEPaiSmvOkdofVwuVyHTvrM5sYrCbhlTSsSDM65Obwc5mNTtYTFqJsF+/i9Za/5wbLP2PvOXrGiCPApL8n60jYqu1VomgVL1ytdeSNBSlaxYuqtlfNGaDJtRs8NejIjMCPWZYppPIqzZoDLgoCe2oruTDWzq+CTxBTV3/DPxcW5KN3bQYjPxOhF6KEfraLdyKL92MTcm8UrBeC/k7KExcScpy+tVa5rRItrjXLsuxRFMWc/LkZ5IVApqNSTZXbMpPkzQrQuONuc/IT04GfrvKunF/aqlpxJB2LGvS1XJpHm5msmuSaxgYePznE8KQ53YfmIppQ0XUDcZm5kP4BD8q+9WY96jQKz9Mu3kGj+PxaLyYviAwP0hh2ZAhkOkYhAHuBR81eR14IJKkvVkhHqU7DrACNmYGfmDVmTuAnVJXKqzTJOCqJlGDX7Jz0nMQpWLhyWz0d/QEOD5jTfzMbBhBJqsvuRrSSdmGrjY0QsngvO8Q7KRbMy5ddl+gaUv8klJ/+ss1to6i2KDY5OHkOZ5BAnlNUVzRngGawZDDnN/QkPPSV5L4E0KyKHwyoDFWe1pAil0i6REugJZWMnxZgURDY3VBOpcfBE6d8JFSTZoTPIhxPLksgh3qLOX6w2oQV5ZYyutgh3c4W4SEsQvZ50QUg2e+H3SUZr1fvrLaFfKFzV2MNeSGQgiicV7OzZs4AjRkutivhMqV7jzfiNaVzT3GsmJA9hCaak4rTMNbAYPEgCUvmB7a21M017ako90jIfJfbMu6mSd2EaIjYVTtNgSZUUZ0e0KVJ2b8Hj96ZOcQ+XxBQaRaeol28nVox9xVhG5FJXzeCviejoqZqe5XY+XDnxauxhrwQyNUO0Ii6iC7ouQ/8aBIY5lX8mNXt3KbaKI2Vsr9s7pput93KS7fVc6BvlKND46asY4qJZIwJxwS6oOMNewk6gtg02/S8GUmXiNgi+D1+xp3jIMBAVwmnDmcWGaw1TsbYJv6Z7eLduAVzAncbleBwJxWJi+cK1LTIsuxWFMXU7itrLpCyLNuA5vIt5RnHXAlzrEdPwpPTwVkzr2ta4CdaQpe3K/fXJtURqLe0d8G9TVEU2LupgsoiJ0+d8pEwYbodgI9xxlyp8jpN1Bh3jacOTBWYGamtl6pQFS2BFvweP7+7I58CMwZVgkK7eActwuNIwvov/1sLosNDuML2+QI17cDTZq5hzQUSqAGEourM8kqzItieuIeQbf0EfpxJJzFLLMPVyAWOhANX0sVJ1+ITz+u9bl6+s5HHTwwRCMdzvqYFcyEFCDlChBwhRF0k1NFC17HMX7CrjUScVuFR2sU7qBRzl8h/xmLoWPzRjECN3WPHYreoalw1vVQqHwSyFsBVkdk4wabZTBPI/pLclwF64p5Ud50cY9agMoD6YP2irMfZeOxWrtrewP7eEY75cjsQdCm5kJqg86eH1ja53YOf7eJdbBPvwSGsrPyzwOkYwexxAqfXqU4OTZruNuSDQNZZ7BbV6rRmrMWm2pbVrWYhXAlzKnOcSSdRa+4DP2WRMo5W534Uh0Wz4Il7ll22KIkCF5Yb7Oh5mjttZxEXctOmLJpQ0Q1jUdMZe46X0XtyLQTSoE44QLt4B5uEZxCF1Ynwn2lokyEgsyemu9ItTA5NnhkWpNPrVMmyFptmy/moAkEXMATDlMocTdRynqNo0SxgQNKE2cRVoSr8Rf7lr9kwKDt2D3X6INXxcf5oOx+fWLridRmkuvoslOpjGPDIHaub92glSpv4AO3iHXgF8zrFF0iRDE2QTSA91R4rBzkjLMhad5U760fUptlISLnNE7NpNuJS7vfNPHGPadsBK+3aMxeVoUoO1Rxa9vs9QwdxTKZyVL1GhLfHH+Y+605esMw/KmAxLCYXsvNIBQNd3hXfazGU0M8O8Q62ivdjEzZei7F8JR4eB6M245e4u9ItSjbJ9EFDeSGQnmpP1k+CYAg5t/Rsmi1rrt9KWW8VP86Ek4SUWHZKkpiI4D11escpCzrXJA/QqI9yl3UviRW43Jsf8nD5WC0WdYx6az2hYpXxigRDTVH89TEM4FGTq2YENBqF52gXb6dBXHisRYHcE4uMY9EtGc+pq8KFIAoNZt9/zQVSsklN7gp3ZtsOAwwT2rja1NxbpZCKuPeV5t7l8sQ9jHhy35V8pRU/3s6HkdTsSeM7tH6q9SB/tJ3HsJhZCbEYxo0ktniqoYhdk7DHJMr9djYfLiLsUbnZZWWod3nXXgg7E8jifewQ76RI8JtyjwKLIx4ep0S1ZQiku9yNruk1Zt9/zQVSEIWGbBFsq241JeHaptlM2c+zJ+3ELLmvMnGoDlOuWxYp42jV8gI/UmwCz9D8rnm5EeId8Ye4x7qbA5bmJd9jeJ4qJ+ekhT/vX/o1F6KMU7RLd9AmPFwoAcwT4uFxbJqNCKcHVV0VLvSkXirLskVRFNMSTddcIHVNr3ZXZG7CmmXp2TSbKd1wJEPK+XgFi2ZBFVVzAj+w7ABY0dBBhEVY91Z0rkvuo1Ef5c/WPSSFxT9uw7a5fyk8OFHE8VhG2f6yEEnSLDxJu3gHNWLuS0QLrIzk5CRWNXOrJq0ZAlAFmDa+cU0FUpZlC1CaTSCtmtWUvUJThNekPqZm7T8WxYqW/0vCMPAMLq1hxi6tl1p9nJtt5zEqZnaJzsawNbtAagb8aHjls+OdBNgu/plt4t24hdXrVlRgiega0qQKsx6bGV5nHRtVIIFqQHCVZ08SN8uCzLXwSrqUsvRyjEN1EJtDKFaCJ7H8SiL7RD+WxNLfW2FM8s74Q9xt3cMhy8LBx1FbDA0daVbT+3uDxXTGs0/5W5ipEsDbaRUeRxTWfgZPgYURJmIwazilzW1DtIqantRNTfVZa4GsBXBXZnexzUi6tmpWkmJu9yDNiozbVJtpkXG/Z3nBB/fwsWXf14bGDcnn2aSPco91N6ogzXmuLsCYNUFF8kVXWjXgx8OZQ90WQiLOZuER2qU7qBBOLWvtBdYOIxhh9j6TIAg4vc5k2B/e0AJZI1pFzeqyZnxSbJqNoDO3JWzT5HhPbz1Zu5CyTOOW5eWCOgNdK7q3AOzRuqnVx7jZdj5jYub84yn8tuhpAnn3eAm9icVbjx587BDvQhbvLZQArmO0iTCQ+Zy4K9zklUDKsmwHngM+rCjKvenXGoHvAC8BxoBvKIrytRnvaQJ+CFwC9AAfVRTlzvThSkM3xF+8+hdc8IEL2HbdthcXplty3vvQjLxKSFl6ZkTGzRBeURfRhGVW/Ogalmhu9uuqjAneFX+Qu6x7OWLJns42bItBOvdeNeBHo4uxHg3qhf3sEO+gSXgGwYSfd4HVxUhk/wxYnVYRyIjWpXXqm8AbgTjwNUVR/jN97BvAG4AbFUX5u4XuvWiBlGXZAfwfqRZDM/kd0AucB2wH/k+W5V5FUX4vy7IA/Ak4kj7+KuAPsiy3K4rSCVwvWkT92n+/Vnrg3x6g7ao2LPbUkgRDQCe3UeGF9gpFrRiL5sVAB0FL/61joAE6hpD6e/o1QcdAx2qSpWfVrKZUEi13rZZYcFHR68ViR+VVyWdp1Ee4z7YbbdZ+o39Gqs9tY6UMxbP2VAbASoSt4v3sEO+kVDBnHnmBtUHXsxtKokWE7Br2FeAi4GqgAfilLMs9wBCwCbgW+Lwsy1coivLgfPdelEDKsryDlDgKs173AhcCH1QU5RhwTJblu4CXAr8HrgRk4DJFUSaBw7IsXw28F/gM4JIskl7eVi5ZnVZ0VYe0ByWQe2tPMIR5k89Fw4GkLz35eMwBGAaOWOW0iM4WWZgluGlxBQ1D0DlNgNFBSK0359sBK4jiWyMmzBAHzta6qIuN8UfHRYzPMAgGiiLgg4Qu8KPx7A0pSullh3gnW8T7sQmrO2CswOpg6NkNJVESBeC0HCBZlt3AXwGvVBTlOeA5WZb/E/gb4MtAN3Aw/ffc+ztpFmtBXg48AHyaaacHgCgQAd4ly/I/AK2kXOnPpI9fCLyQFscpHgUuS//7oWQ0+YofvvSH7H3rXmzuFy0EM8RhQdFdyahQQUDAgmDM+JauQN8NNE54dexxmdNEdKa4Tglw1tdmCq4x/b1ciQVpjZrXEbvGCPKu6H3c7riA40LKlR5ypizIP4SKGY2+uPcooLFJeJZ28XbqxQOmralAfmDMbUEKZGrYHlJm1syBXo8C/wzcA/wDkAQeBz6+0L0XJZCKonx36t+yLM98PSbL8oeAb5FSaAn4paIoP0qfUktmjpKPlNkLMOaqcMXe9Ms3ORwlp28lCMxv7S2HhfcgMyse1woBCU0C0UgLw4rE1mDKgo2KIjGbji3RwpyCm01kBR1LNIKR/smYgYMkr4s9yjO2HTwkyYxa4sR0gV+MpEYp2Jlgm/RndlnvxKmZM36iQP4xp0BaswpkLRBQFGWmO+EDbECZoiiXy7JcrSjKosZI5iKKLQN3kvL7W4Bvy7L8YUVR/htwkdoknUmcaUcai2SRmC2OkN6DzHGPvYVEVzBrnuoak/q6LAhAeswPkj73ft5cRDdtJ7oJ0OKIegxBm/oTTf2txxCzvCZoMUQt+uJr0+dGQU+c9l0XgPMTh6m3BLjd9hJ+myjHpXZyWeVNVE88g6CrUEhfPKMwjOw6MDk4KQHbZr08l+ZAWncWK46wQoGUZflK4ENAfXp4zjPpPYCvy7L8TSAGzN7Us8N0YaVkF+2WPX17Mq7tTDppH2jPqZstGiI2zUa2+wH43AZBZ+7ut2GR7OiSHaw5aBZh6Ah6EkFPIOoqoq4h6BpFhs4NgQjDrj/zKtstaOO5b1FXYH1gTVqyfma/c/g7kNr+m0mMFw2wKab+v+Qu2Su1IM8DTsyaLPYcKVEsB/pJ7QnMpAaYGnStxvSYur9hf8Y6dgzu4HjV8ZymzziSDpoCTSjVStbj1mQtFm3lZWwFloAgYkh2DMl+Ws5CPBzh2//7FJbwy/n393czfDLA0P4hEiMmDEUrkNckrRr7GzLbzW1+6Wbj5P0nfz7r5X7AK8uyTVGUqc32GlJW5JI30Ve66TYAtKbzjqbYDkwCw8CTwN60VTnFpenXAVRDm8PlnYri5hADY95rGjlOKyqwPMaGx/j6V39FJOrlxICVW54+m/qdFZz9lnZ2vG473s1lOQ/gFchfBHFOmdJJWYwz2QckgJlzsy8FnltO15+VWpC3Av8B/FSW5c8BjcB/Av+tKIohy/JDpMLpP5Nl+bPADaQi2+9Nv1/VVT3ro76QmC0HQzDm32cszBVZc3q7BvjFT/9EMqkikGr395s/b+PiHSepq5ykpLGEksYS4hNxhg768Hf4UWOFsaobGUHILpBaUjOA0374iqJEZFn+OfAdWZbfRcp6/Dip1J8lsyILUlGUIKmcRy/wFPAj4CfA59LHNeDVpFoSPQe8A3itoihd6Usk9TlmK+uCnvOgycIWZGH3fy053HGCn/34ZpLJ1DMfDaW2O5JJkW/edCEz0+HsxXaaLtnEOe89m80v24y7KrOev8DGQBCz1+zrqp4hkGk+CjwD3A98D/i8oii/W869l2xBKooizPq/ArxinvNPkLmROoVqaNkVyywLUpzvd0LBglwznnvmELf98QEMI7XlousOIqEXZ6UfPlnJn59u49oLT5z2PtEiUrWjksrtFYSGQgzt9zF6fBRDL5QYbhTEuQRS0w1SOY2noShKBHhn+s+KWOtmFaquZ3exEXKfdqOKKpI2dweZwh7k2vDoQ89x792Pn/aamqjOOO9nt5/Fudv6qSjN7PIkCAJFtUUU1RbRdNkm/If8DB3wkQznvka+wOoy1x7kPBZkzljrzOiQGlOlKathJkkxiVXLzZzlaRYU3YKLvdrcc9djGeIIoCYzx41E41a+d/P5ZHlcTsPmttFwfgNnv/sstl63haL6ovnfUCCvEZ3Zu8cnQgkDMDWtYa0tyEFDM8T4RDwjWTxhSeReIEm52RhkjYIaBRd71TB0g9v+9ADPPZN9to2ayD6P6Zkj9Tyyv4mX7O1e8B6iJFK+pZzyLeWEh8MMHfAxcnQkVfNfYN0gFrvJVkoWHgkLvJgyaM69zbz4IhgECA9nzpNOSAls6tKrPRYiKSWxaXNdt/DBWQ00VePG3941pzgahoianDsf9Yd/OoeJ8NK6irsr3Wy+qpVz3ns2TZc1YS9ZblfyAquNUJI5ccAwDGLBmJUNLpAjCGjh0SwCaUnMI2TLJyHNfV2j0ILfdJKJJL/+5W0cOnhiznO0ZAXzOTcTYQc/uuXsZd3f4rBQd3YtZ71zL9teJVPaVLqs6xRYPYwspcixYAxDM0RMnEcDayyQiqLoklUKREYyK4DmE7KVML9lqhZSfUwkGo3xi5/8iRPHe+Y9L5ll/3E2D73QwrNH6pa9FkEQ8LZ42f6abex9xx5q99Yg2eYO4BVYGwSrFdWZuR82QzM2tAWJIApD4ZHVc7HntUwFMIRCza8ZhCbD/OyHN9Hbs/DzPNf+42y+e/N5RGIr30Z3ep00X97MOe89m9aXtuAsLxTk5ws2TzFJa2YmQngknOp7B6a2dVpzgdQ1vTebBamJGhY99zGkhYRXLwhkzhkLBPnJ9/+Ab2jhZ9kwskewszEy7uYXd+5d4epeRLJJVO+qZs9bd7Pj9dspayuUNK41Nndp1gbPkZEIklUKKIpiauBgraPY6Em9Jzwc1kj1knwRkx7MhDR/dNwQ44VYTQ7x+0b55U//xOREppeQDV0rxtAzN+Xn4s4ntnLZ3m7aW4aXu8QMBEGgpKGEkoYS4pNxfAd9+Dr8qNFCSeNq45hDIMOjYQRRMNW9hjywIIHBkC+UNZtXF3REPbdLTFgS2LW5I5gFFzt39PUO8dMf3LRocYTFW48z+dbvLyCRNOdRthfZ2XTxJs55z9m0vXwz7upCSeNqYneVZh3eFxmJoGt6r9n3zwuBDA+Hs9qLZkSyF3axcz9860zk1MlefvHjPxKNLm1OTLYKmoUYGCnmt/fuWvL7loJoEancXsnuN+9i55t2UrGtAkEq+N9mY3eXZvUmQ/6QpifPDIEciI5HLdmqaUyJZAvzW6YFC3LlHDl0kv/7+a0kEksv81uOBQlw00PbOdXvXdZ7l0pRjYct17RxznvOpvGiRmye3AcTC6Sweoqzvp72Ok1N8YH8EMhBXdWlRCjTcktICaxq7qtpwrYw7sQcrpKgY2TWvxdYJC88d5jf//pOVHXp6VK6bkNTs08vXPi9It/8/QVo2upZdVaXlYbz66dLGosbsn+YCyyfVBVNJunA7pmxBwnpsP0s4pY4DjV7HeZKCNlDeOJzT3zUxYIVuRyeePQFbrnpPvRldtJRk9WsJDp3aqCMPz48e0SJ+QiiQPmWctpfv4M9b91N9c6qqZnNBVZKSWbKlWEYRMejNs4QgfQLgqBODk5mHAjbw7jjud8UX0ggjcJ85SVz35+f4O47Hl2wkcR8LDb/cT5+fc9u+ofXrjmFq8JF61WtnPO+s2l+SVPWgXQFFodgsaJWZ37/ooEouqqLwMbfg1QURZNs0tHho5lpGhFrBFdy8SkfiyVii+BKzH1dTSzMPVkshm5w+58e5JEHn13xtZa7/ziTpCrxrRsvYI5Z86uGxW6h9qxa9r5zD9teLVPaXLq2C1qHuKvqCTszc6SHlWEEQVCBI2avYc0FEkBNqI/7j/gzk8zSARVJz20JmCEYqea5cwRqdDGc85ncGxFN07jp93/mmacOrvhaqQYVVTlYFRzurOLup9pycq2VIggC3mYv21+9jb3v3EvtWbUIjkJQZzGUVLYQsWYRyKPDSDbpqKIopgcL8kIgMXjOd8iXdVc/ZA+Z4mbPH6jRCm72AiSTKr/51R0c3H8sJ9fT1DIwcheQ+/kdZzE8nnvvYyU4Sx1Uvqydkn9+B67XX45Us7yA1JmCp7ox65a077BPVePqY6uxhvwQSHguGojao2OZnaIX2i9cLgsHagpu9lzEYnF+9dM/cXx6tNDKycX+40yicSvfu+m8Fe2JmsGYpxLBZsV+4Q6KPvoXeD74aqy7W0Es5FTORmrM7lH4D/s1UjOuTCdfBLIDAW1YydyHDNlCeBKrL5CauPjqjzOJcCjCz354E91duU1By8X+42yePVrPI/uacn7d5ZKw2Ak5Sqb/LwgC1tY6PG+/hpJPvo2GC69BdOeX1btWiFYbam1mBDs6FiUaiNo5kwRSUZS4xWZRsgZqFgioLJeILTK3i03KgizsQ55OcHySn3z/DwwNjuT0uoYByRxbkFP88JZzCIbyoznucHEtCNktRZe7gpaLXkXxZ96G6y+vQtqUm/3Y9Yq7uiF7gOboMIIoqEDHaqwjLwQSQE2oj/kPr26gJiklsSfn+PAIOoaQ6fKfqQz7A/z4+zcyOjqe82vrugdDz72XAFPNdc8x5dpLIWp1MeksnfN4bbCWgZIBBIuE/eytFP/t6yn6u9djO0cGy5nXp3KuAI3/qB/JKimKoqxKTXDeCORaBGoCrgBlkbk3ygvpPikG+nz89Id/YCJozvcj1/uPs3l4X/OKmuvmAn9p3ZzWo1W1UhwrJuAKnPa6pbEK95tfSsmn347jFRcglJrzSyQf8VRvyhqg8R/2q2pidQI0kE8CCc9FRiP2WDAzehy2hU3Zhwy45xdIvbAPycjgCD//8c1EwuZF9c3Yf5zNd27KTXPd5RByFBO1z528vmlsE33evjmLiESPE+dLz6bkn96K+x3XYGmrN2ml+YPUmH0mkf+QX8NYnf1HyC+BPIiA5j/qzzhgViQ7bolj0S1zuu+pfcgzdwSDJk5QXxxnc8XSO+wsBbMtSIDRYG6b6y4WHQF/ydyC5kg6cCVdjLoWbiYsSCK2Xa0Uvf9VFH/sTdgvagfbmrd0zTmi3U6yJksFzXiUSCCyagEayCOBVBQlLtmk46sZqAEYc45RGinNflAw0MQJU+6b76jiGAlLF2VGCX//umvZ3miOi2ro1mU3qFgqdz6xlUOn5p6WaAYjJbUkrHOXGzYFmujx9iy5BF2qKcP1updQ+pl34Hz1JYgVJQu/aZ3grmokbM/03oaPDk+NWViVAA3kkUACaHHtsXSO02lMB1TU3EcjA+4A5ZHyudckjef8nvmOKo2QtPTSGmjFwOBU83He+a4LuEjekvt7JatYzcfwWzdeQDy5OkGPiM1NwDN3NNoddyPpEkFncNn3EJx2HJfupvgf/hLP+67Hur1p3Y+JKKtqI2LLHsG22CzHFEVZtW4yeSWQwNOD+we1bL0hA64A3nDu+/2FbKFUus8cGT0pN/vMabWflHwkpYFpcews7wQBxrwBrnubzA3n5jYivBr7jzNJNdfdafp9dEFksKxpzsAMBrQEWugu687J/QRRwCpvwvOe6yj+xFuxX74HybE+cypd8pasIj+4f1BVE+ojq7mWfBPIu2LjMduIkplnF3DNb+ktGwEm7BMUx+bo5ScYaNKZ4WYnLP2oFl+GOE4Rck9y9hvL+cC1V2PP0d6XWfmP83HzQ9s52Wduc11/SR1Jy9weT/VkNRFrJKsruVKk8mJKr72CC9/7b7jecDlSrQmfG5OwuDwk2jIDWslYkr5n+gQM7ljN9eSVQCqK0iPZpCOdj3RmHItb5w+orISFotmaNJbze+YTBgYJaw+aNErraHZxnCJujeO9WuNf3v1aWmpXtp9nGEK6B+Tqousi37zxAlSTmutOOkoYd1fMedyetFM7UUtXWZcp9weonahluCKA/YIdFH3kjRR96DVY92wGMa8+8hlUtOxh3J255dD/TD+GbujAvau5nrz7bmkJ7cZTD5zKuscwb0BlBQQdQUqjpXO72UJ4w46DNdBJWLvRxPEFxXEKXdSZkP287wMX8Zrzz0NcZh1xqkHF2nS26Rwo448Pb8/5dWMWx4KuddtIG6fKT6GL5vRkE3WRskgZI+6UJyYIApaWWjxvezkln3orjqvPQfDk5+xvb1t71u9L58OdhiAJDyiKsqq5d3knkMAtgVMBe8ifmZS8UGL3ctFFnbAtTFF8jlw1ATQpkP3YOsZAI2HtRBcnFi2OM5koCrLjjUX867tfx/ZNS49yr/b+42x+c88u+vy5a66rihb6K1rRxbm9nJrJGiLWCBNO87ZtqierGXYPYwiZv/HFEg/Oa86n5NNvx/2Wq5CaVt+CnwvBakXfnhnUMnSDUw+dSupJ/Q+rvaZ8FMjnRas40vVIV8aBkD3duMKEEmlfsY+aibk/sKo0vqFqsw1U4rZT6GJ4WeI4hSZpRNpHePMH9vDh176C2vLSRb93ORMMc0lSlfh2jprr6gj0lbfOu+9oT9qpmajJWWAmG5IuUTNZw0DJ/M1EBIuE7aytFP/N6yj6+zdgO2/bmpc0ljXtYLwkc7KA/4if+ETcBty22mvKO4FUFEXXVf3mUw+dymyGKcCkfZLieO6HI03YJ3AlXEjaHA+JkEQXM3946xGDBHHbSQwhuiJxnEnEEcF+WYS//vBlfPS11yM31i74nrW2IAEOd1Vx15MrS18ygMGyZmL2ucthRV1km38bJypOmOZaA9QF6xgsGlzSPSwNlbj/4kpKPvN2nNddiLhGJY0VrXtIWDJLrLse6UKySwcVRTF9iuFs8k4gATD4U/9z/VIykqmRAVeAsrAJicUCDHuGqQrNnbemWjKrfNYbuhAnbj+JIcRzJo4zmXRPYL00xNs/eA7//I7XctmObVkj3rrmQtfyYwrgz+/Yy/DYclNiBAa9rUy6Suc+xYCt/q0MFA8QcphX32/VrJSHy/EV+5b1ftHtxHHlWRR/8q2433nt6pY0CgLSjsash04+cDKuxbXfr95iXiQ/BRLux0Dteaon48C4czwVUDEBf5E/JZBz5kRG0IT128BCF6Ipy5GkKeI4jQCTjkkSewO85N31fPEfXstHXnsdl2yXcdhSXcPzwXqcIpaw8t2bzl9yc10dgUnXXhonLp5zfAekaq1j1hjDRZlVYrmkcayRvtK+rHuPS0EQRWw7W1IljR9/M/aLd4I99+OXZ1JU38pERWYgdGJggvHucTtwq6kLmIO8FEhFUaKCKNzT9UhXhp+gi3pqHGwi99PiVEklYo3MnRPJ+rUiNSFM3HYSUM0Vx1mokspIuR/bZWEuf089n/3kDfzLu17L1upzzb3xEnlOqeOhF5oXfb6OQH9FK/1lKc9ju297VpEsD5XjSXhMTemB1P6mJ+6ZjlznCqnai+u1l1H+yffQdsWbECtLc3r9KapbziZsywxQdz3ahWSVfMB+U268AHkpkAC6qt/U+XCnpmuZeymmJY0DAyUD1AXnjsjqYghdyCyDymc0cYKE7RSgr6o4ZqxD0hgrCRDfHcCfzL80kx/dcvaimutqgkhfxWbCjtQvUn+RP6tIuuNuGoINKFWK6d/rprHl1XQvlvpEE5bLtlP88Tfj+asbsO5ozum9HNs3Z71e50OdCU3VblQUZU0ipHkrkMDtiVDC4uvI3E8ZdY9SHi43JZodtoex6tZ5GulCch1ZkZ64gTs5ARhrKo4zScQFBrrzb170ZGTh5rpxi4OuKpmI4/T0oNki6Uq42DK8haNVR9FEcztCueNurJqVcee4KdcXDIGKcAXDnuFUSePWRjzvfgXF//RW7JfvRXCurEeCs6KGUEPm64lwgoEXBiwYa+NeQx4LpKIoPskm7cuW7qNKKnFL3JQekQADxQPUTswdhdXFCfR10G1clUYJuA/TON7A9qHteSGOAH2nnOgmVbGslIf3NfP04ezBiUlnCd1VW0nO0Z1nSiTbB9uRfTJKlULcam6BgWAIbB7ZbOrPtSJcQcAVyIiMS2XFuG64iJLPvB3XG69Aqpu7emg+6rZfStCRWT3T82QPCCSAB5d14RyQtwIJoCW0Xyt3KQlDzzQVh4qGqJ4wJ49u1D1KabR0npSf/N+LTEo+kpZ+NElLJcEnilIWRh7oUpeSf+71TL5383mEoy8GJQxS82T6y1rmTQKHVK6uXbWjiqlf4mbTMN5AwB3I2v0mJxipcRCDxYNzniLYrNjP307Rh99A0V+/FuvetkWXNAqShPXc7M0pjt15TBUE4bbV7N4zm7wWSOAXkdGI1Pt0b8aBoDNIUbxo3ujhshFgsHiQhmAWuz+NJgbztvwwaRlAtaa2JlpHW9EFnefqn6Mh2EB5aO0bF3Qfy+8uM6NB13Rz3YRko7eijdHimrnLB9O44262+rdyqPYQvmLfnIGbXOGOuymNlNJX0mfaPcrD5YTsoaz5ibMRBAFLcw2et76Mkk+/DcfLzkUomv9nXdl2NoGqzOBMeCRM12Ndkq7q31/24nNAXgukoig+URJvO3TzoazDvEbcI1SGzGmA6ivyURopxabOUSssgGpZXr6ZWRgYJCy9qJYRMDhtz1GzaByuOUztRC21wVpT9m8Xg65D97H8tiAB7npyC48PbKWzenvGfmM2SiOlqT3H6qNEbdE5Aze5Ysq1PlF5wjSvQDAEGscb6S3NNFAWQix243z5eZR86m2433o1UnP2tK7Ksy4iacnMdz5621EkizQA3L/km+eQvBZIAF3Vv9v1SJcUGc10IXxFPqonTSpXE6DX20vjWPbkVQBNHEcT8mNuzXTTCctYhjhOfYA0UeNQ7SHcCTdtI20Ixur728MDNqKR9TGl70e/3k1CXWCtBtSP19Mw3kBHbQcx64uze8wUycaxRkbdo0Rt5u2FV09WE3AFsgrYYhEsEra9Wyj+69dS9OE3YDv/xZJGR3kV4W2ZFqahG3T8oSOhJbXvKIpiXtnRIsh7gQTuESVx6OjtRzMOJC1JEpYEnpg5wZqAK4Ar6cKZmMPiESBp7V/zGu1U04kudGliTnGcPlcwOFFxgrAtTPtgO1bN3ATg2XTluXs9k1GfjXv+MHfgQdAFtgxvwaE6OFR7CFXKdHTMEEl33E1JrIT+kv6cXC8boi5SO1FLf2nu7mGpr8T9xisp+cw7cF13MS3nXk/QlRmc6Xu2j/BI2AL8NGc3XyZ5L5CKouhaUvtux00diWydxgeKB6ibMGmkpwDd3m6axprmPMUQY6hSbpNzl8J00wkptKA4TiPAYMkgvaW9tA+2mzJSdy7Wg3s9k0duL6fvVGbU2qpa2Tm0k0nHJCcrTs5bvZJLkRR1MeVaV5jnWkOqpttX5DMlRUl0O2g56xWI57Vm/RoO3XxIFSXxTkVR5o4MrRJ5L5BpfhLyhSx9z2RuRk84JnAkHVhVcyyhCecEoiHOa6WqFh8GqzLH/DQMkqnSQTG6eHGcQdAV5Gj1UdpG2lLJ8atgCK83gdR1gRt/WIs2wzgsC5fRPtROj7eHoeKhRV0nJyKZ7iXpK/KZ6lpbNAsV4Yp5I9crwoCqUBW+osw9/MhohM6HOkVd1b9jzs2XxroQSEVR+kVJ/OP+X+/P2uFnqHho3rzFldLl7UpZkXMJiKCTsK7uLztdiKfFMb4scZwiZo1xoPYAVs3KzsGdOJLmJXCHghIjQ7kfvGY2g90OHrqtHItmYat/K5WhSjpqO5Y8bGulIlkfrEcV1WU3o1gsDeMNDJQMrLimey7KImVMOCayWqcdN3UgSmIfcJcpN18i60IgAXRV/1rPEz3WYG/mQznsGaY8Uo6gm+NzROwRklJy3iYZuhhEW6V2aNNNJ8TEisRxCkM06C7rpqusC9kvm2ZNrjfrcSb33VRJyf52Rl2jKNVK1v3GxbBckfSGvZRGSzlVfmpZ910sNtVGSawEv8e8PN+6YF3WfpVaQuPg7w4mtaT21bUOzkyxbgQSeFyySQcP/O5AxkfXEAxGXaPztipbKd3ebjaNbZrHioSkpR8Dc3+uuhAmbjsFgpoTcZxJyBFKWZNqyprM9Szy9RSgmY2qCnzxliDDrtEVX2upIulMOGkaa1qdmu5AUyqtx6T7uONudFE/Ldo/xfF7jpOIJFTgZ+bcfemsG4FUFMXQEtp/HbnliJYIZ+73DZSkygPNSl2JW+OMO8epD87dI88QE6ZW2GjiZFoctZyL4xSGaNBd3k1XeRetI61s8W+Zuy59iXQfX78WJEDXMSdP3pubaYiLFUmLZkH2yxyrOrZsq3WxlERLsGpWAi7zxos0jTXRU5rZxtAwDPb9776EoRs/UBQlb8aIrhuBTPNbXdMnjtx2JOOAKqmMuEdM3Yvs9fZSEa6YO+0HUKVhU+q0VXGchLULBMM0cZxJyB6io7aDEc8I2/zbaBlpwaItf9RrMiFkjQavN+78TSVjI7kZebuQSAqGgOyX6fH2mFdKmEbSJVpGW0xNPC+OFqOjZ20aPLh/kMCpgBWDb5pz9+WxrgRSUZS4rurfeOGXLyS0ZOYG70DJANWT1aaMhoUXcwjbRtrmcbUNEtZuDHKXHqGJYyStPasmjtMIMOYaY3/dfkKOEDsHd9I41rgsoezvdKCp6+pxy0oiJnHzj2uX3Fx3LuYUSQPahtsYd44TcJs/MK55tJmBkoFFlRQuCyNlPc41j+f5nz+vilbxLkVRTpqzgOWxHp/Yb8TGYolDNx/KOKCLOoPFg9SPm9cqPmwPE3QEF3S1E9all2dlw6pPsmWkBNEQV1ccZ5IeR7G/fj8JKUH7UDttw21Lyp9czwGa2Sj7PbzwWO7GRWSIpAGbRzaTsCRMTQafoiRSgl2zmxqYKYuUEbVGs6YnDe4bpOeJHoue1D9j2gKWyboTSEVRxnRN/8LTP3w6mW0v0lfkoyxSZlpeJCzO1dalCVRpZS32k5ZBJlyd+It8bB/aTuvI2vZzNAQDX7GP/XX7GfYMs2lsE7v6d1E9Ub1gsGE9B2iycesvqgkFc+epTItk+uesizrd3m7Tf86SLtESaDE38dxIlUb2eLPvPT72zceSokW8UVGU501awbJZdwKZ5ptqVB3f/+vMLuyGYNBX2kfj+Nw11CtlUa42kLQMoS+jVjvVdKIP1ZIS2GHPMAICZZGyVfnQLIiQ6qZ0pOYIR6uPYtWs7B7Yzfah7VRPVGf8cjKM9R+gmU0kZOGWX+S2D4Df4wchZW11l67Oz9l015pUUnjQGcx6j+5Hu/Ef9ku6qn/StAWsgHUpkIqiRHVV//Tzv3xejQQyN69H3CN44p6cRV+zsRhXG8EgYevBYPHRRwOdpLUHzRKYeoHW0VbCtjA93h52+HeY2kJrqSQtSfq8fexr2EdneSeSLiH7ZXb376ZxrBF33M3ooI3wRG4CG/nE/idKOPxcjvoAGLB5dDMRa4Qebw/b/ea2SoNUByKzXWtBF6gP1mftCKRrOo9987GEIAg/VBTlhGmLWAH580lbOj81dKP3uZ8+l2nDCdDj7Zm3hjoX9Hp7KQ+Xz+tqG0Jy0fuRqY48XWhScOqF0/Yc/cV+fEU+2ofaTQtErYSYNcZA6QAddR0crjlMzBKjPliP/rS81kszjZt/UkM0ssKPUbqEUBXV6Z+zma3SIOVaNweaTa/prp2oxe/xo0mZQctjdx1jon/CMHTjc+atYGWsW4FUFEXVk/o/dPyhw5gYyEybGneNY9WspjZiMASDkxUn2TK8Zd4qHl2aJCnN/1vaQCMx1XQi9ULWgMywZ5iB4gF2Du401UJeKaqkMlw0zLGqYzw8bO6407VkYszKHf+3/AIFSZfY7ttO3BI/bfvE1H6SBrSOtJruWku6RHWoOmtNtxpXefI7TyYMzfhqPjSlmIt1K5BpbhIl8cBT338qa05Nd1k3TQFzrciwPYy/yL/gfqRqGUITs+e/TjWd0MXI1AvzRqtHPaOcLD/JDt8OiqO5i6aaRb53EF8pT9/v5eThpX+N9qSdnYM7GfYM0+vNrF4xSyRrJ2oxBMNU1xpSfTIHigcyZtkAHLrpELFgLA78p6mLWCHrWiAVRTG0pPbR43cfl0aOZ7YcC9lDaKJGSbTE1HUMFQ+hi/q842IRIGHtzhgZqwuJdF11uvRqkak8IUeIQzWHaA40mzabJxdEQiL+/vy1dHPFH35YSyK+eF+1JFrCdt92TlacZMQzd7u8XItkaaSU8nA5JytOmupaW1UrZZGyrB174qE4z/zomaSu6p9TFGVpHT9WmXUtkACKojwgWsX7n/z2k1kjIV1lXTSPNpu+4X2q/BRl0TJKI6VznyQYxG2d07NsdCFG3HYi1XQClpznmLAk6KjtoCRWQutI65p0CF+I7uMb23qcYtRn494/LG78R02whk1jmzhUc4iQPbOqZDa5EklH0kFzoBmlWjGtUw8wncfZXZY9Er////ajJtQA8G3zFpEb1r1AAuhJ/eM9T/ZIA/syO4TErXH8Rf5UowkTMQSDo1VHaQ40zxu0QdBIWE+hiUHitpOpphOw7CRwXdQ5VnmMuCXOjqEdKyoHNIPuPJ9gmEsevr1s3nJKwRDYPLyZongRHTUdSxplsFKRnMouOF55nKS0/BEKi6EyXIkmaoy5xjKORUYjvPCrFzQ9qX9SUZTMjhV5xoYQSEVRXhAt4u8f/5/Hk9m6jg8WD+JJeCiKLTx8aSWoksqxqmNs9W+de2QsYIhJErbuVNMJWHmFjAD9pf3TwRuzRlAsh64NVEGzEIYhcOMPTm+uO4U9aad9sJ2oNcrxyuMY4tItuGWLpAGyX6avpI+w3dwZSlbVSsN4w5xt2Z79ybM6Bp3AL0xdSI7YEAIJoKv6p4aVYbLNrkGA4xXH2Tyy2XRXO2KL0OvtRfbLi+upmMPywTH3GEerU1Zs82izaf0xF4umQu/JM0cgAQZ7Us11pzGgZqKG7b7t9Hh7GCgdWNHPeDki2RRoImQLMepZeau2eUmnK3WVdWVN6/Ef8dNxU4egJbWPKoqS+1kOJrBhBFJRlJOGbnzmkf96RA35M/d14tY4Q0VDpudGAgTcASYdkzQHmuc/0YTa6pg1RkdtBwlLgt0Du9fUmhzocqAmN8wjtmjuvakCX78tZTUOteNMODlQd4AJZ266eC1FJCsnK3EmnVnL/HJNZaiSpJTM6lprCY17//XehCiJf1AU5VbTF5MjNtrT+1Vd0w/c/8X71Wyu9lDxEK6Ey3RXG6C3tBe7ap87wmxm4wkh1dlIqVZoCbTQFGhakwDORqu/XiyaKnLLdzchD26jt7SXzorOrKkuK2ExIlkUK6J2opZjVcdML1u0qlbqg/WpZzkLz/z4GSYGJsK6qn/Q3JXklg0lkIqiaHpSf2v/s/3G0duyu9onKk6siquNAMcrj1MZqqQiNGt06Cp15YlZYxysPUhSSq6JNXkm7T/O5sQpK98/3JszqzEb84mkO+5m88hmjlYfzbk4ZzDTtc4yZ8Z/xM/zv3je0FX9fYqirN0I0GWwoQQSQFGUo4ZufPqRrz6iTvoyZ8TErXGGilfH1dZFnSM1R6idqKU8nN6XWu2WZVPWZJVCc6CZtuE2bKrN5JumG1ScoRbkFHf8tpKxYXOzCrKJpCvhYsvwFo5UHzG1UmaKKdd63DWecUxLaNzzr/ckREm8UVGUm0xfTI7ZcAKZ5mu6pu9/4IsPZHe1i1Ku9mpUoWiixuGaw9SP1+MNe9emnyMv7k0GXAG2+7bTNNo0b6R9pYwNW5kcz6+Uo9UmERe5KYfNdedipki6Y262+rdytOoocWvc3BuzONd6cmAyrKv6h0xfjAlsSIFMu9pv63+u3zhya+Z4hilXu3W0dVU642iixuHqw2wZ2YJNta1ZP0eEVABpf91+orYouwZ3UT9eb8r34Ex2r2dy7ICHFx41/xexv8jPuGOcXYO7OF5xnJhtFVIMF+9av3e9udZTbEiBhGlX+1OPfu3ReV3t1tFWU0acnoYBm8Y3MeocxabZKIuUmXzDBRBSH6j9dfsxMNgzsCcVTMrh9+FMd69ncusvq5nMYXPdbLgSLqrCVfSV9tE8Zn7lGEDNZA0JKbGQa/17RVFuNn0xJrFhBTLN13VN3/fAFx/ImkA+VDSEYAjUTNSYt4IZe44nK09yqOYQ9cF6ykPlC7/XZAzRYKB0gAN1B7Crdvb276VuvC4nrdQ20oiFlRIJWbjl5+Y9Y+74i251n7fP9FZpkBrAVTlZObdr/aNnjMmBydB6da2n2NACOcPV5sgtc7valeFKcxpaZAnIaFJqT7J2opbKycXV7pqNJmr0lPVwsO4gCLBrYBetI63zl0zOQzQiMtS78RtULIUDTxZz6NncZxF4Yh62DG/haPXR6XkvprZKI1UV1DrailKtZI2Q+w77eP6Xz5N2rU3OTjeXDS2QAIqiKIZufPLRrz2qTg5lutqGmKqhbhltyW1/xXmi1VOBm6pQVWrAmNku/iLRRI2BkgH21e9j3DlOy2gLOwd2UjlZuaQPWs9xJ0YeNs5Ya/740xqi4dx95MrCZbSNtHGk+ggx6+l7jmaJpKiLyH6ZExUnskbI1biaSggXxd8pivLHnN14jdjwApnmv3Vdf/6uf7orqSUyN5OTliQnKk+wzb8tN526F5HKo4s6h2sOY1ftbB3emldjFKaCOYdrD3O88jjOpJM9A3toG27DG/YuuNaNNn8mV6y0ue40BjSMNVA7UcvB2oNzRqtzLpIGbB3eymDxYNbZ1oZh8MhXH9EnBycndU3/65XfcO3Jo0+leaRd7deNnhgNPvjlB7Vs+5Ehe4j+kn62+reuzKJbQp6jIRicqjhF0BGkfbB9VfITl0rcGqenrIcX6l/AX+SnJFYy74AugG6lEKCZi6cf8HLy0PK/P1MWnFW3cqjmUNaa55nkUiQbxxuJWWIMF2XvEN9xYwdHbzuq66r+yvXuWk9xRggkgKIo/bqq33DsrmP6gd8cyHrOiGeEiC2y/NZoy0wC9xX76C7rZsfQjrzqxHMaAkw4Jugq72Jfwz66yrqw6BZkv8yu/l00jDXgiXnQVYGeEwULcj7+8KOlNdedwqba2Dm4kzHX2JKer1yIZHmonKJ4EV1lXVmP9z3TxyNfe8QwdOP/KYryxLJukoecMQIJoCjKU4ZuvOexbzxm9DyZvXi/29uNO+HOLA9ciBVWyEw4JzhSfYTW0da8Cd7MR9QWpb+0n466Do7UHCFuiVM7UYvnuZ0k4mfUY7VkRn027rlxaT/jolgRO4Z2pIZ6FS19VMJKRNIdd9Mw3oBSpWR9roN9Qe78xJ0q8D+Kovx0yYvLY864J1lRlF8BX7nrk3ep4z3jmScIcKzqGPXB+sUP/MpR+WDcGqejtoPySDnNo815E7xZiKkBXcerjnPveN9aL2dd8MgdZfSenLu57kyqJqtoGW3hcM1hJh2ZgcbFshyRtGpWtgxvQalSsiaDJ8IJbvvIbQktqT2EwT8se3F5yhknkAAYfEpP6vff9pHbEvHJzA1uTdRQqhS2DG/Jusc261o5LR/URZ2jVUfRRI0dvh2mlgOaQaGCZnFMNddV5xmZLhgCLSMteCPe6RZ2K2UpIikYArJPpqusK2tljq7p/Pkzf1YnhyYH9KT+BkVRFj8Afp1wRgqkoiiarup/EfKH+u7+9N2qrmXmcsWsMTrLO9nu2z63SJnVeEJIzdweKhpi1+AuvGFvji5sPmdqi7PlMNTr4KFbsxcMuONudg3sImFJoFRlzzdcLosSSQO2+rcy6h7NWikD8NT3njL6nu6L60n9WkVRsp+0zjkjBRJAUZSgntSvHXhuIPbkt5/M6swGnUH6SvtSltzs9J9V6MoTcAc4VHuI6lA1W/xb8t6aHB+1EBxdwOIucBr33VyBr+/F7AXBEGgca6R1pJXjlcfpL+035dmaVyQN2DK8hYgtwmBJ9pHVx+4+xgu/egFd09+oKIqS+xXmB2esQAIoinJc1/TX7fv1PuPoHVn6R5ISqcHiQbYPzXiQVrFlWVJKcrT6KGOuMXYP7sYbyV9rslBeuHQ0VeTGH9ai6y9ajYZgcLDu4HRljFlkFcn0RMK4JZ6a1Z0F32Ef93/hfg2Df1AU5U5TF7nGnNECCaAoyj0YfPSBLz2gD3UMZT1nxDOCr8iXepA0cU1alo14Ruio7aB6Mn+tyYJ7vTx6jrs4+qdWNo9s5kTlCfpK+1btuTpNJNPPti7qc45oCI+EueNjdyQNw/g18LXVWeXaccYLZJpvAL+4/aO3J7NGtoHhomFGXCOc3X82hrH6/RwhbU1W5a81eSaNeM01v/mTjQetR4jYIqt+b3+Rn2H3MGf3n41gCHSWZX+20xHrZDwUP2hoxl8pirJO8iyWT0EgAUVRDEMz3p+MJB/84wf/mJwYyNIm3wB30k3UEsWpOhGNNfrWCWlrsqaD6omUNblgpH0ViMcEBnsWl7ZSIJN4QuCmH9eY3lw3Kwa4E25ilhiOpCPrs52MJLn1725NjnWN9elJ/br1MNM6FxQEMo2iKAld1V8dm4g9cfMHbk6cNhlxxp7jodpDjHhGTG8ntRBJS2pvMuAK0D7UzqbAptzUkS+T3pNO9DUeM7veOX7Qw/OPmNBVaj4M2Dy6GYCO2g6GizIDN8lYkts+clty+NjwkJ7UL1MUxbe6i1w7CgI5A0VRonpSvy46Fn3+5g/cnIiMRrIGZPxFfvxFftqH2tdUlBBg1DPK/vr902Ne64J1azPBsFB/nRNWo7nuNOlotSqqpz3bMwM3WkLjjo/fofoO+0b0pH6poij9q7O4/KAgkLNQFCWsJ/WXh4fDHTd/4OZE1amqrAGZYc8wA8UD7Bhc+2RuQzAYKh5if91+RF1kT/8eqiarVrUSpxDBzg3RsMSffmZiA+cp0p15YtYY3d7u057tKZHc0reFuz5xlzq4b3AsbTmaP1w7zxCydbYpALIsl0o26ZHymvLt1333OslVnt1C8oa9bBrfhFKlZPTkWyssmoWG8QZKYiX0lvYScAVMDSjpOnz2r7YSj+ZfZH298vaP9LHzvOWXFc6HpEnIfpmgM5jKs8yCltB48BMPaieePTGpJbULN3Ku43xsOIGUZXkz8N/ApUAY+C3waUVRYrIsXwV8GdgO9AP/qSjKj2e8VwG2zryeaBEVT7Wn5SUff4nt8W89DgZc9S9XUbntxWYD7ribLcNb6CzvJOgMmv0lLhqbamPT2CacSSe9pb2MO8dNEcrBHjv//U+tub/wGcrO8yd41Tt8lJTlvnLPmXCy1b+VPm8fo+7TO5KNdY3xyH89wmDHIOigq3rY0I3zFEWZbscvy3IbcBAomllaKMvy3cDLZ93utYqi/FGW5Wbg10AV8CFFUe7O+RdmEhvKxZZl2QbcCsSBi4G3Aq8BviTL8hbgNuBmYC/weeDbsiy/Mv1eO7AZuASonfqjq/rFIX9o/52fuNPY86Y9XPjBC3ni26d3cwrbwxyqOcSmsU3UBmvzpslEwpLgROUJTlScoCJcwZ7+1HCuXAeXCu51biitSPLOj/Xy9g/3myKOpZFSZL/M8crjGeKoqRq3feQ2XBUuylvLVV3Txw3dMICzp86RZbmR1GcoW7pCO/BmZnx2gKkk8s8CPwLeA/x7jr8sU9log4vPB9qA8xVFCQFHZFn+Z1IJrWPAPkVR/i197glZli8nJaK3AjIpaXtGUZTkzIvKsvxSBPqf/N6Tzmv+7RqrrmbWxSYtSTpqO9g8spm2kTZOVpzEEPJDKaO2KCcqT2DRLNRM1LBnYA9jzjEGiwdzMju5IJArQxQNLn1FgKtfP4zdYcIzY0BdsI6ySBkdtR2oUqb4hv1hKrZWMN4znhw5PuIzNOMyUp+by4H/lWX5NcAPgIzaQ1mWi4F64ClFUbJVW3iAF4BTufuiVocNZUECCnBdWhynMIBS4HfA38w6f+oYwA7g1GxxBFAUJYTB+6KBqPjHD/yRzS/dnPXmhmBwouIEYVuY9sF2rNra5yfORJVU+rx97KvfR8geYsvwFtoH2ykPla8o8l2ooFk+uy+c4MP/cYrr3+o3RRwFXWDL8BacSSeHag9lFUcAm9tGyBdKjhwf6deT+kWkBO8lwH3pU64H/hn4+yxv3wHEgLmCOF8B7gX8pCzJdcOG24OciSzLIvAIMKYoyg2zjlUDx4AvKIryX7Isfx54A9ANnEVKbP9RUZSnZrynXLSIvxQt4suu+bdrLE0XN81579JIKc2BZo5XHidsD+f+i8sRjqSDmokavFEvY84xhj3DhG3hRe9VTo5LfPFDWxc+scBptJ87ycveMEztppVb8HNhVa1s829j2DPMUHH2MlqAwKkAt33ktkQkEDmlJ/UrgeeAOlLu9GsURZluBCnL8hXAA4B1ag9SluX3AF8i9Vm7DOgFPqsoyh0z3ucAHOut689GsyBn8zVSYveJmS/KsuwGbgIGgO+kX94OeNP/vw44DNyf3mAGQFGUUV3Vb1Dj6n/e/rHbjRd+9QJz/YIZd41ztPoobcNteTEDey5i1lhqjEL9PiYdk9QH6zmr/yw2D2/GG/EiLJD8XbAel4a8J8TffrGTd3y0z1Rx9MQ9tA+10+PtmVccOx/u5Pfv/r0aGY3cpSf189Iu8qvTf84Gvr6I220n5UbfAlwL3AHcKsvyBVMnKIoSW2/iCBvUgpRlWSAVyf4Q8AZFUf4041gJqd+MbcCliqKcTL9uBZyKokzMuMZ+4EZFUT6f5R5/KYjCz9te1iZe+akrJYs9+3aupKdSKkK2UKoBwHooNjGgOFZMWaSM0mgpcUucUfcoY64xktLpOxC3/aqKR+7I318A+cLm9jAvf+MwzVvN7dADUBGqoD5Yz9Gqo3PuMRuGwfM/f56nvv+UgcHngc8rinLa5rosy28Gfk4qYp1Iv3YFmRaklD5nfMZ7bwWGFUV5T+6/wtVjowVpptzqH5MKvrxpljhWAH8GqoErpsQRIL33mJzxf0OW5aOk9mIyUBTl17IsHz9538nbx7rGvNf/1/VWd2XmiAZN1DhcfZimsSbah9o5UXmCuMU8yyEnCKkZORPOCTDAmXRSFiljm28bAGPOMYLOIGFbuGBBLkDz1ggvf+Mwm9vNb0Ih6RLNo81YNSsdtR1ZRyRAqnTw/s/fr5168JSKwdsURblRluV6WZbPURTllhmnHgZsQDEwMtd90y74+KyXjwB7VvQF5QEb0cX+KvAW4HWKotw09WI6Beg2oAJ4yezEV1mWn5Zl+RMz/i8Cu4HsjSIBRVGe1VV9b+BU4MBv3/7bpO/QHCWqAnSXddNb2js9LjVfUoEWRHhxQNfBuoMcqT5CwpKgarKKLT3tDHYWItizESWDnedP8L5PdvOBf+1eFXEsiZSwa2AXk45JjlYfnVMcJ32T3PS+m5Kdj3QOG7pxoaIoN6YPbQdukmV55uDuc0hZgXOKI4AsyzfKsvydWS+fxTyfnfXChrIgZVm+EPgw8EngWVmWZ9ZsvZPUD/xaIDzjWEJRlAAp8fwHWZYPAieBjwJlwE/mu6eiKIOyLF8an4z/8Ob33/yWKz99pSi/Qs567oRzggN1B2gONLNjaAcnKk/kZM7IaqJK6nQteueoE1VrXusl5Q0VNXHOv3Kcs18SpKhk/nnVuWLKarRrdg7XHJ73eRo6OMTtH7s9mYwmX9CT+isVRZk5HvEhUhbjz2RZ/hipnOAvkwq+LMQtwA9kWX4UeAZ4G6lCjQ8s88vKGzaUQJKKQkMqGXV2QupzpL7ee2e9/hipH+aXAAn4HlAJPAlcpSjKgqUx6SqddxgYL9z3+fv+a/TkKBd+8EJBlDINdF3UOVVxipJoCTuGdjBYPIivyLc+9iZnUXCvwWLV2XXBJOdfOU7LtgjCKv4cS6IltIy2MFAywEnPyXmfoaO3HeWBf39Ax+BXhm58YGpPcQpFUZKyLF8PfBt4CpgktY//jYXWoSjKL9K5kJ8HGkhV2lwzcwtrvbIhgzRriSzL1wqScGPDuQ32l3/p5Ra7xz7nuaIu0hxoxpF0rEtr8mdfaeDIC0VrvYw1oaYxxvkvHeesS4K4PLkbqLUYpq1G1b7gc6OrOo9/63HjwG8PGBh8GPjWmdDoNlcUBNIEZFmWRat4l6vMVXf156621e2tm/f8KUtgPVmTug5f+MAWIqGN5oTMTUVNnK17wpx9SZCGzbFVtRanmGk1+j3+eZ+VYG+Qez9/b3L48HBM1/TXKYoy23sqsAAFgTQJWZZLBEn4b0Mz3rX7TbuNCz54gWB1zF1Zs96sSX+/ja/+Q/aKoo2Cza6zuT2MvCfM1t0hyqsziqxWDVEXaQm0YE8ubDUausHB3x/k8W89rgGP60n9HYqidK3aYjcQBYE0GVmWXyFaxJ+5K92lV3/2alvtntp5z5+yEEbdo/SX9Od0HnIuefqBEv7ww/kt4/VITWMsJYh7QjRvjWKxrvHnw4CqUBX1wXoGigcW9DCCfUHu+9x9Sd9hn2ZoxseA783ObyyweAoCuQrIslyatibfufvNu40LPjC/NSkYAjUTNdRM1jBYNIiv2Jc3jS+m2Pd4MY/d7WWgy4GaXJ/ZYoJgUFGboL45xub2MFt3hyktz30XnWVhQFmkjMbxRoKOIL2lvWjS3JFxQzc4eONBnvjmE5qB8aSe1N+uKErnKq54Q1IQyFVEluXr0tZkyWKsSUmXqB+vpyxSRl9pHyPukbzbn9RUGOp10HvSQe9JJ0O9dsZGrIQn8mtv0ubQqKpLUNMYp745Rl1LjNpNMXO656yQ4mgxTWNNRK1Rerw9C263BPvTVuMhn2ZoxseB7xasxtxQEMhVJm1N/o+hG2/f8+Y9XPD+CwSLY34xsWpWGsca8cQ99Hh7TGt8m0viMYGxEStjwzbGhq0Ehq2MzfiTy+COxarj8mipP0Wpv4tKVCrrElTWJaiqi1NSpq5JUGUpuBIumgPN6IJOt7ebqG3+skRDN+i4qYPHv/G4ahjGU+m9xnXXUiyfKQjkGiHL8vWiRfypuyptTe6e35oEsCftNI01YdWsdHu7CTlCC74nX4lFRIJjFtSEiKqCpoqoqoCWFNBUIfVvVaDG30hXUT9qUsBqM6ZF0F2k4vJouD0aVruR9+I3H1M/V5tmo8vbtaif68TABPd97r7k0MEh3dCNjwPfKViNuacgkGuILMteQRK+YejGW3e/cTfnvvdcwVGy8Gxpd9xNU6AJXdTp8nYRs+XHLBwz2NO3h/0N+9d6GaZg0Sw0jjVSFC9atGegJTQ6/tDBk999UjMM4+n0XuO6T8jOVwoCmQfIsnyDaBW/I0pi7TnvOsey+027sToXbrY7tVeVkBIMlAwwaZ/Me9d7qWxEgXQkHNRN1FEcK1703rKu6Ry7+xhPfufJRGw8FtdV/ZMU9hpNpyCQeUK6mcb7RIv4BZvbVnT++8+3bn/VdiTLwpMCPTEPdcE6HKqDweJBRjwjeRf1Xi4bRiANKI2WpuaWIzBYPLioaZOGYdD9aDePf/PxRLA/aBia8V/AVxZTAltg5RQEMs+QZdkDfFiQhE95qjzSRX99kW3zSzcjiAubhjbVRs1EDeWRckbcI/iKfHmfcL4Q610gJV2icrKSmskaQvYQAyUDRGyL6+4zuH+Qx77xWNJ/2C8JgvBDQzc+pyhKxkyYAuZREMg8RZblCgQ+JQjC35a1lukX/93FtsbzGxf1XlEXqQhXUD1ZjSqq+Ip8ps/GNot1KZAGFMWLqJmowZ1wM+wZxlfkm3MezGxGT47yxLefUHse77GIFvFGXdU/pSjKcZNXXSALBYHMc2RZ3iRIwhcM3Xh73Vl16sV/e7G1anvVwm9M40q4qJmooSRWwqhrFF+RLyeTDFeL9SSQFs1CVaiKylAlUWsUX5GPoCO4+Pk+g5M89f2n9GN3HRNFq/igntQ/rijKc+auusB8FARynSDLcrtoEf9TV/XrWq9sVc//f+dbylrKFv1+QRf+f3t3GxtHccdx/Ds7t3vxni1iJ7ZDIInBSGMCFSkpEAioAlWqQOJBNGpFUYtUtZWo6AOtWqlFvKyqVjSiEpWQKiEVVVUrKFFK6ZuCKFRtQ0OjQBLCkAcnaUwSP8e5O/t2b3f64taOCTmIiX2x4/9HOu14b9c3TuyfZnZnZ1heWk5HsQOdakbCEYbD4Rkt0HUhzPeAzMd5lpWX0VZuw0s9BpsH6W/uP+fWIkB5qMyOZ3e4Xc/vcp7n7U7i5PvW2lc+/kwx1yQgFxhjzEbP955I43TD5TdcHl/3wHX+6g2rz+ka5SSdaFrHW2krt1GICowtGWM4HGZ0ySjOm1+/D/MuILPuc1u5jaXlpcQ6ZrgwzHA4POPrvf17+3nrD28l+/+2XymtjqRx+iNqayDNr/+ERUwCcoEyxtzkae/RNE03taxoSdY9uC7ouasHP5zZWtzKqdoCXaU2Lpm4hIncxNQf/ExaQXNlPgSkl3osHV/KstIymivNFPNFhgpDjDaNzngykbSacvDvB9n5+51R/zv9ged7r6Vx+gTwVxmyM/9IQC5wxpiVwMNezvu2l/MKa+9dq9fet1bNpPs9ZdoCXW3l2vkj4Qhj+TFK+VLddU7m0oUISOUUYRTSMlFrKfqJz2g4ynA4/InHmpYGSuz9y152PbcrmhidAHjWpe5Ja+2e2a6/mD0SkBeJbGH2B3Sgv5NEybqOtR3RtfdfG3R/rpuPmjnoo/iJT2u5leZKM82VZjznUQ7KFIMixXyxIaE51wGpnKJQKdAc1X7GQlRbmbLslynmi4yEI0z4n+xJpbSacmTbEfZs2VM9/K/DWud0XxInTwG/ydZBEvOcBORFyBhzHYpvep73kOd7eXOX0Vffc7VqN+2o83lo2UEYh1OBWagU0E5T9suU8iWK+VpwzmZozmZAqlRRiD4chqWgNBX65aB83nNwnuw7iX3JsmfLnmh8dFx72tuSVtOngVelG72wSEBexIwxIbBJB/qRJEpuaGprirpv7/a7butSl11/GTr4+Kd0PtaZoRkV0KnGKUeko9orF32oHOv4nLqq5xSQDnJpjiAJCKrBB7dZ2XMeTrlaGOaLFIMipaA0KzelXOo48c4JDv3jEAdePVA5eeRkXge6N4mSXwPPWmsHzvtDxAUhAblIGGO6gLu1r7+QVJNbdaDd6g2r1RWfvUKvuWUNTUtnd31r5RRBEuBX/bMGlp/6KKdwyhF7MYmX4HCgwOFIVYpTjuXF5QwVhlAolFNTW895+ImP52qT9cY6ngrhOBdT0RXi3Ol9sz0zezwec3T7UXpf73W9r/fGlbFKoAP9dhIlzwEvAm/L3eiFTwJyETLGXAJ8Xml1r1LqnjRJC51rO+Mrb78y6Lqti9Y1rY2rjIMgqbXwpgfg5Paq/qvY17EPp1zthZsqR17U0GFJpYESh/55iN7XeuOj2496LnWp0uqVNE5fAF6y1r7fsMqIhpCAXOSMMTlgI3C3DvQXkyhZ1byiudJ9R3d+1U2r6Ojp4FymYJsrF3KYT1yOGXxvkL4dfRx49UBlaN9Q3vO9EVd1W5xzW4GXrbXn9mC1WJAkIMUUY4wCDLWw3JTEyXocOlwWVjqv6cx1rO3Q7T3ttJt2mlpnt0teT6MCMipFDO4bZODdAfr39qcndp+IxvrGlgDoQL+XRMnzwJ+B7XKjZfGQgBR1GWPywKeA9SjW54LcxmpUNTh0U1tTpfOaTt1xdUeuvaed9p52wrZw1uswFwEZlSIG7AAD7w4wsHcgPb77eHTq2KklgNN5fTiN03+71G0H/gvstNaOzWoFxIIhASlmJAvNa6mF5vW5ILcxiZIe51yuqbWp0tbdplpWtAThspBCe4FwWUhheYHC8lp5pnfOZxqQaTVlfGSc0mCJ8mCZ0lC2HSxR7C/GIwdHklPHa2GYy+d6kzjZdkYYnppRBcVFTQJSnLdsst9rgPVAj/LUSu3rNcDKNEnb02pamDzWD/04bAuTQkfBa+ls8cPloWpqbUIHGk97KK3wtIeX8/C0R9dwF71Le0mqCS5xpEmKqzqSJGFidILyYJlifzEunigm5aGyVzlVCSY/S3kq8nxvQKGOJdXkiEvc/4CDnA7DUoP/qcQCIwEp5lw2HvPS7LVyqqxYqX29RnmqE/Bx5BzOx6GzsvaUl3POVVAkKKoKVQWqKKrOuaE0Tg+71PUBx7LX+9PKYzLURpwPCUghhKjDu9AVEEKI+UoCUggh6shd6AqIxcMY0w08CdwKlIA/Ao8BTwMPneWUXmvtldm5twO/Aq4C/gN83Vq7P3vveuC31J7u/qq1dsfc/iRisZAWpGiI7E73i0AFuAV4ELgP+CnwXU7fxLkUWAecAjZn566iNkj7d8BngOPAVmPM5O/vz4GfAD/OykLMCmlBika5kVrr70ZrbRHYa4x5HNhsrf0BMLXOszHmKeANa+1T2a5vAG9Za3+Rvf81aiF5B/AyEAA7s2OnhvkIcb6kBSkaxQJ3ZeE4yQFLpx9kjLmZWsvy0Wm7NwCvT32j2vPPO4Cbs12bgXezz9g8y/UWi5i0IEVDZHMivjz5ddY9fmT6vsxjwJ+stbun7buU2vjG6U4Al2ffe6sxpjMrFxFilkhAigtlM/Bp4IbJHcaYNcCd1K5RThdSu3Y5XQXIT34hwSjmggSkaKhsxqAngW8Bm85YtGoTsN9a+8YZp00wLQwzeWBoruopBMg1SNFAWbf6GeBh4EvW2q1nHHIn8MJZTu0DVpyxbwW1xwmFmDMSkKKRfgl8GbjfWvuBIMxaljcCr53lvG3Uxk5OHhtS655vm7uqCiFdbNEgxpgNwPeojVV80xgz1SK01h4H1gAtwNnWiX4G+KEx5jFgC/A4cAR4ZY6rLRY5aUGKRtmUbX/G6dl2jgHHsmUfOrP3P7RetLX2EHA/8BXgzezYe2VmbzHXZDYfIYSoQ1qQQghRhwSkEELUIQEphBB1SEAKIUQdEpBCCFGHBKQQQtQhASmEEHVIQAohRB0SkEIIUcf/AUkLjfW4zvpGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(111,polar=True,facecolor='lightgreen')\n",
    "ax.bar(a,b,color=np.random.rand(10,3))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74b3c786",
   "metadata": {},
   "source": [
    "# 四、通用参数设置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d2da6f5",
   "metadata": {},
   "source": [
    "## 4.1 基本参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fb85de01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "x = np.linspace(0,2*np.pi)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)\n",
    "plt.plot(x,np.cos(x),color = 'red',\n",
    "         linestyle = '--',alpha = 0.5,marker = 'o')\n",
    "\n",
    "plt.title('正弦波',pad=10)\n",
    "\n",
    "# 刻度标签 and 刻度范围\n",
    "plt.xticks(np.arange(0,7,1))\n",
    "plt.yticks(ticks = [-1,0,1],labels=['min',' 0 ','max'],fontsize = 20)\n",
    "plt.xlim([-1,10]) \n",
    "plt.ylim([-1.5,1.5]) \n",
    "\n",
    "# 网格线\n",
    "plt.grid(linestyle = '--', color = 'white', alpha = 0.75) \n",
    "\n",
    "# 图例\n",
    "plt.legend(['sin','cos'],loc='best',ncol=2)\n",
    "\n",
    "# plt.savefig('./image.png',\n",
    "#             dpi = 100,\n",
    "#             facecolor = 'red', # 大图片和轴面（子视图间隔的颜色）\n",
    "#             edgecolor = 'lightgreen', # 边界的颜色\n",
    "#             bbox_inches = 'tight') # 设置紧凑显示，保存整张图片\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "012868fb",
   "metadata": {},
   "source": [
    "## 4.2 双轴显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "249d3652",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = plt.subplot(111)\n",
    "ax1.plot(x,y,color = 'red')\n",
    "plt.yticks(color = 'red',fontsize = 12)\n",
    "plt.ylabel('Sin',fontsize = 18,color = 'red')\n",
    "\n",
    "# 两个子视图公用一个X轴，两个Y轴\n",
    "ax2 = ax1.twinx() # !!! 双x轴，共享X轴，返回一个新的子视图;twiny\n",
    "ax2.plot(x,np.cos(x)*5,color = 'blue')\n",
    "plt.yticks(color = 'blue',fontsize = 12)\n",
    "plt.ylabel('Exp',fontsize = 18,color = 'blue',rotation='0',\n",
    "          loc='top')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5113823d",
   "metadata": {},
   "source": [
    "## 4.3 文本注释"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "91f8afa4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "\n",
    "plt.text(x = 3,y = 0.4,s = r'$exp(-x)*sin(2\\pi x)$',\n",
    "         fontsize = 18,color = 'red')\n",
    "\n",
    "plt.annotate('median',\n",
    "            xy = (2*np.pi,0),\n",
    "            xytext = (1.25,-0.65))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2966ca11",
   "metadata": {},
   "source": [
    "## 4.4 多图布局"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c83979ef",
   "metadata": {},
   "source": [
    "### 4.4.1 子视图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d63f298e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 子视图1，轴面，左上角位置\n",
    "axes = plt.subplot(2,2,1) \n",
    "axes.plot(x,y,color = 'red')\n",
    "\n",
    "# 子视图2，轴面，右上角位置\n",
    "axes = plt.subplot(222)\n",
    "line, = axes.plot(x,y) # 调用plot返回绘制对象，一条线\n",
    "line.set_color('green')\n",
    "\n",
    "# 子视图3，下方位置\n",
    "axes = plt.subplot(2,1,2) \n",
    "plt.plot(x,y)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4e6d727",
   "metadata": {},
   "source": [
    "### 4.4.2 子视图2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f870856d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21d4d220160>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uLqi0up57/reJWz78nbhOASy+8wyuG93TLid0XUL9uW18It9tzWdVepEdojWOr5fnEcsFaxssWCxWqdDlRLaaBVmc0SuCQd3dM93YczlRAWACYu34nG7vHxf0o29MMPfPT7XrRIxlOwvZnFvKreMS8fJ0/VVhEUG+3HV2b5btLOTnHfY9CRFts3JXEee9tJyvU/O4a0Jvvrh1lN0nq9wwJoG4Tv48uXAbDWaLXZ/bWaxWKw9+kUZ1nZkLBsQw5+qh+Hl7sGTbfrKKKo0Or8P43/q9FFXUcruL1Cw4FW2ZXPW6Umpqk5tGYhvzzW5rUO2Jn7cnr145iMq6Bu6bn4rFDstqDvV2Y0P9uHhQnB2idI6rR/YgITKQpxZto67BPQ++7Ul1nZknvt7KVXPX4u/jyRe3jOKec/rg7YATOT9vTx65sB96fzkfrXPPQ8TH6/by7ZZ8HrqgL29cNYRzkqJZePsZBPt6MW3OmnYxhu3q6hosvLUsg2E9OjGip7EV+tqiLZ+wVODfSqnxSqmJwGzgA5nZ3Fzv6GAem9SfFbuKmLOi7fWL12YV89ueg9x0ZiI+Xq7f2z3Ex8uDRyclsftAFe/9mmV0OB3apr0lXPjqCt5ftZtrR/XgmzvHkNItzKFtTuwfw6jEcJ7/ficHK+sc2pa97dxfzpMLtzKmd8QRu9/0jg7mv9ePoKrOzJVz1pAn9akd6ovfc9hXWsPtZ/V2yVUcrdWWo/YcYBGwAPgQ+Aa4zQ4xtUtXDu/Gef1jmLVEk7q3pE3P9drP6UQE+XL5sG72Cc6Jxqsozuobxas/p8saSAPUmy288MNOLnlzFdV1Zj68YQRPTOl/RMlHRzGZTDw2OYnymnpe/HGnw9uzl5p6M3d+vJFgPy+evyyl2bh3UmwI/71+OKVV9Uybs4YCg3cpa68azBbeWJpBclwoY3tHnPgBLqwtk6usWuv7tNahWusIrfXdWmsZ6DgGk8nEM5ecRlSwL3d+spGK2lMrKPB79kFWphfxt7E9nXKwdIRHLuxHbYOZWQ6a7S1all5Qzp/eWMUrP+3iopRYvrt7LKN7OfcA1jcmhKtOj2femj3syC9zatun6ulvtrMjv5zn/pxyzElUyXFhvP/X4RSU1zLtnbUUVdQ6Ocr2b1HaPrKLq7h9vGvWLDgZ7nOdsh0IC/DhpSsGsbe4iscWbDml53j953TCAryZPiLeztE5T0JkENeN7smnG3L4ZUeBVABykEPVlfaX1jB3ZRYXvLKSnINVvDl9MC9cPpBQ/2OXfHSke8/pQ4i/N09+7foz3L/fms8Hq/dw45iejDtBZbgh8Z1499ph5Bys4qp31lJS5V6X01viKhW6LBYrr/2STt+YYM7u17rKaa5MEq+TDe/ZmTsn9OaLjbl88fvJlZTcklvKTzsKuH50TwJ93XtHxzvO6kVEkA/3f5YqFYAc5JWfdrE+q5gpr63kqUXbGNMrgiX3jOX804xdfhYW4MO95/RhdeYBlmzNNzSW48kvrWHG52mc1jWUByb2bdVjTk8IZ87VQ8ksquQvc9c5dbMUR3CVCl1LtuaTXlDBbS5es6C13Pvo7aZuH9+LVekHeHTBFgZ370SPiMBWPe6NpekE+3px9agejg3QCYbO/JHaJjOb563NZt7abHy9PNAzzzcwMvenHvn2iL/t/nLbZc+V6UUus9502vDufLQ2m5mLtzNORbncsInZYuXu/22krsHCK1cOOqlJjGN6R/Lm9MHcPG8D1767jg+uH0GQm50oH/0eMvLzabVaefXndBIiArnA4JNGe5EerwG8PD148YqBeHl6cOcnG1u1tGbX/nK+3ZLPNaN6GHaJ0J5WzBjPlJRYmp68xoX5839/Ok2WGrXRihnjGdPbtasreXl68NikJHIOVjNnedtn+tvbm0vTWZNZzD8vGkDPVp4YNzWhXzSvXjmI1JxS/vr+eqrrHFM21lE+v2UUkUE+R9wW3zmAFy5LcfpOY7/oArbtK+OWcYl4toPeLkjiNUzXMH/+fclppOWU8vz3J55k9MbSDPy8PPnrGT2dEJ3jRYX4EeznhRXw9rR9mArKa7h3fipDZ/7A3z9LY+WuIrcttmAkPx9Pft9jq67k4+VBndlCsK+Xy/R2DxnVK4Lz+sfwxtIM9pW6zjKcDXuKefHHXVw0MJZLBnc95ec5b0AXXrx8IL/tLuZv//2Nmnr3SL5fbcpl2pw1FFfWYeKPz2duSRW3fbSREU//xBNfb2XDnmK71CU4HqvVyis/pdM1zJ+pg079/8LVuNf1j3bmvAFdmDaiO7OXZzK6VwRj+0S2eL89Byr5OjWP60b1oHOgT4v3cUdFFbVMHxFvu+y4Lpv9ZTVMG96dhal5LErL43+/7SUiyIcLTuvC5JRYhnTv1C7GdxzJarXy8JdbqKwzM7F/NHdN6MNH67IpdNHJaw9f2I+fdQHPfLuDl68wflfR0up67vx4E7FhfsycOqDNs2enpMRS12Dh/k9TufXD33nrqiEuu/b+YGUdj361hUVp+xjUPYwgHy/iIwIPfz7zS6u5ZHAcC9Py+HhdNu+v2k3XMH8mJds+n/1jQ+w+23hVxgE27S1h5tQBDinsYhSTo2cVKqV6AFk//fQTcXHuU2XJWarrzEx5bSUHq+r57u4xRLSw7dpDX6Tx+e+5rJgxnugQ1+q1OEpNvZmluoCvU/P4aXsBtQ0WYkP9mJQSy+TkWAZ0tf+HvD349Le9PPBZGvef24fbz+ptdDit8vz3mld/Tuezm0cytIdx1YisVit3fLyR77bk8+nNI+1aB/jDtXt4+MstTOwfzWvTBrtcEvlFF/D3z9I4WFXH3Wf34aaxCcctRVtR28CP2/azMDWPZTsLabBYSYgIZFJKLFNS7Lc/7hVvryarqJJlD4x3uXkAx5OTk8OECRMAemqtdx/9e0m8LmBHfhlTXvuVkQnhvHftsCN6dXkl1Zw56xeuGNadp6YOMDBK4zT9kC/fVUi92UqP8AAmp8QyOSWWPtHutQm2o2QUVjD51ZUkx4Xy4Q2nu814WFVdA2c9t4yIYB++vu0Mw65qzF+/lxmfpzHjPMWt4+xfB/jdlVn8c9E2JqfE8tLlA13i/6eytoGnv9nOh2uz6RMdxIuXD6R/bOhJPUdJVR3fbclnYVoeqzMOYLFC35hg2+czOZbu4QGnFNtvu4u59K3VPDopievdbIjtRIlXLjW7gL4xITx6YT8e/Wor7/6axQ1j/ihJ9/byTKxWuOnMhOM8Q/sW5OvF1EFdmTqoKyVVdSzZms/C1H28/ks6r/6cfvhDPim5C/HhJz8Rpj2obbBVV/Lx8uClywe5xEG9tQJ8vHjogr7c9ckmPt2wl8uHOX9b7/SCCh7/eiuje4Vz89hEh7Tx1zN6Ume28My3O/D18uDZS5INHTrZsKeYe+enkl1cxd/GJnDvOX1OqVcZFuDDFcO7c8Xw7hSU1/Dt5nwWpuYxa4lm1hJNSrcwJid3YVJyLDGhrb9i99ov6YQH+nDlcPer0HciknhdxFWnx7N8VxH//m4HpyeEM6BrKAXlNXy8Lps/De5KXKdTO2tsb8ICfLh8WHcuH3aMD3lcKJNTYrkwuQtdQtu2j6w7mfWdZmteGXOuHnpSBzdXMSUllv+u3sOsJZrzT+tCiJ/zZu7X1Ju54+ON+Pt48sJlAx2aDG8+M5Haegsv/rgTHy8P/mWHceSTVddga3/2sgxiw/z55MbTGZEQbpfnjgr245pRPbhmVA9yDlaxOG0fC9PymLl4O//6ZjvDe3Rmckos5w+IIbyFYbVDNueUslQXMuM8RYBP+0tTcqnZhRysrOP8l1fg7+PJe9cO48o5a8gvreHn+8ed0pKGjiS3pJrFaXksTN3H5txSANuHfGAsFxz1IS8oq+H2jzfy2rRBLjfT91T8ogu47r31XD0ynn9e5L7DEZtzSpny+kpuOKMnD1+Y5LR2n1y4lfd+3c271w7lrL6Or4pktVp5donmzaUZXDe6B49NSnJa8t2RX8Y9/0tl+74yLh/ajUcm9SPYCSc5mYUVLErbx9epeaQXVODpYWJ0rwgmJ3dh4oCYI060CspqmPjScurNFlY/NMEp8dmbjPG6mdUZB5j2zhq6dfInu7iaHuEBLH3AddZfuoOsokoWpuYd8SEflRjO5JRYJvaPYdZ3O/hwXTbTh3dn5sWnGR1umxSU13D+SyuIDPZlwW2j3WoCSkv+/lkan/+ew5J7xpIYGeTw9n7esZ+/vv8b143uweOT+zu8vUOsVitPLdrOu79mcdOZCTx4Xl+HJl+zxcqcFZm88P1OQvy9eOZPyZyd5PzSi1arlR355SxMzWNhWh57i6vx8fRgnIpkckosE/pFMePTNBZt3sdpXUNYeMcYp8doD5J43czRFWMOkYpOJ89qtaL3N37IU20F1lvirn9bi8XKNe+tY/3uYhbefga928Eks8LyWs56bilDenTi/euGO7StgrIaznt5BTEhfnx52yh8vZx70mK1Wnn0qy3MW5PNXRN6c885fRzSTvaBKu77dBPrdx/kvP4x/OviAce9zOssVquV1JzSw8sH95e1vLGEO34+T5R4XWtOu2DFjPFMTu5yuKKTn7frVR1yFyaTib4xITwwsS/LHhjHe9cOIzHyj0v2Pp7u/bedsyKTFbuKeGxS/3aRdAEig325c0JvlupCftlR4LB2LBYr98zfRHWdmVeuHOT0pAu29+c/pwzgz0PiePmnXbyxNN2uz2+1Wvl4XTbnvbycHfvKeeGyFN68arBLJF2wvf6B3cJ4dFISqx+cwJtXDaZHkxnQ7fnYJ4nXxUSF+BHi740V25lebYNrVh1yNyaTifF9ozg9IRyTCUxAndlCTb3ZLf+2qXtLbBORBsS0u1mf14zqQUJkIE8t2uaw8qGzl2fya/oBnpiSRK8ox1/SPhYPDxPPXJLMRQNjefY7zdyVWXZ53oLyGq7/z2889MVmBnYL47t7xvKnwXEuu/bdw8PE+QO6MLpXBCZT+z/2SeJ1QYcqOn1562imj4inUPb2tJtDf9v/Xj+cYF8vftpeQOreEqPDOikVtQ3c+clGooJ9eeZPyS57MD1VPl4ePDopicyiSv6zarfdn39j9kGe/15zYXIXLhtq/EmLp4eJ5/+cwvkDYnhq0Tb+u2ZPm57vm837mPjicn5NL+LxyUnMu34EXcPcY4Z/Rzn2yRiv6LD2lVZz2ezVlFU38PGNp5MUG2J0SK1y7/82sWBTLp/8bSTDexpX6cnRrntvHb/tPsjP948jMtg+l0fLauq58JUVWCzwzV1jXGrDkboGC7fM28BPOwp49pJkLht2cicFpdX1PP7VFhZsyiM5LpQXLkuxWwUpcXJkjFeIY+gS6s9HN5xOoI8nV81dy6795UaHdEJf/J7DFxtzuXNC73addAEenZRETYOZWUt22OX5rFYrjy7YQl5JDa9cOdClki7YevqvTx/MmN4R/P2LNL7alNvqx67cVcR5Ly1nYdo+7j67N5/fMkqSrguTxCs6tG6dA/jwxtPx8jAx7Z21ZBZWGB3SMe0uquTRBVsY3qMzt4+3f0lDV5MQGcR1o3vy6YYc0nJK2vx8X/yey1eb8rh7Qm+GxLvmSYuftydv/2UoI3p25t75qXy7ed9x719dZ+aJr7dy1dy1+Pt48sUto7j77D4uVwtaHEn+d0SH1zMikA9vGIHFYmXanLVkH2h52ZGR6hos3PXJxiP2cu4Ibj+rF+GBPjy5cBttGRbLLKzg0a+2MKJnZ2518ZMWfx9P5l4zjIHdwrjj4438uG1/i/fbtLeEC19ZwfurdnPd6B58c+cYUrqFOTdYcUo6xqdXiBPoHR3MvBtGUNNgZto7a8gtcZ39YQGe/0GTmlPKvy85zW0mythDiJ83Myb2ZcOeg3y1Ke+UnqOuwcKdnzTWsb7CNTYnOJFAXy/eu24YSbEh3Prh7yzfWUhBWQ2XzV5NXkk1L/ywk0veXEV1vZkPbxjB45P7u33xlI5EEq8Qjfp1CeG/fx1BaVU90+esYX+Za+xhu3xnIbOXZTJtRHfOG9DF6HCc7tIhcZzWNZT/+3Y7lbUNJ/34WUt2sCW3jGcvSXar+t0hft588NfhJEYFceMHv/GPLzezPquYSa+u4JWfdnHRwFi+u3sso3tFGB2qOEmSeIVo4rS4UN7/63AKymuZ/s5aigxezlBUUcu981PpHRXEo06sX+xKPDxMPDElif1ltby5NOOkHrtUFzBnRRZXj4zn3P4xDorQccICfMgorKC2wcKP2wuwAsWV9QAsTtvnchPEROtI4hXiKEPiO/HutcPIOVjFVe+s5WBlnSFxWCxW7pufSllNPa9OG4S/T8e9lDgkvjNTB8by9orMVo/BF5bXcv+nqajoYP5xQT8HR+g4K2eMZ2L/aA5dIPf1ar8VnToKSbxCtOD0hHDeuXoYmUWVXP3uOkqr650ew7u/ZrFsZyGPXtiPvjHuscbYkR48vx+eJhNPf7P9hPe1WKzc92kq5TUNvDptkFuPf0aF+BER5AuNFZ3qzO23olNHIYlXiGM4o3cEb101mB35ZVz73joqTmF88VRtyS3l39/t4JykaK46Pd5p7bqymFA/bhufyHdb81mVXnTc+85dmcXynYU8NjmJPu2gjnVHqejUUUjiFeI4zuobzatXDiYtp5S/vr+e6jqzw9usrG3gzo83Eh7oy7OXtL+SkG1xw5gEunX258mF22gwt1zHOS2nhGeX7OC8/jFMG97dyRE6xuy/DGXm1AEkxYYwc+oAZv9lqNEhiTaQxCvECZw3IIYXLx/Ib7uLufGD36ipd2zyfeLrrWQdqOTFywfSKdDHoW25Gz9vTx6+IAm9v5yP1mU3+31F40lLZJAvz1xympy0CJckiVeIVpiSEsuzl6awMr2IW+ZtcNiuOV9tyuXTDTncPr4XIxPDHdKGu5vYP5pRieE8//3OZhPfHvtqC9nFVbx0xSDCAuSkRbgmSbxCtNKlQ+J4+uLT+EUXcsfHv1N/jEudp2pvcRWPfLmFwd3DuGtCb7s+d3tiMpl4fHJ/KmobeOGHnYdvX7Axly9+z+WOs9p/HWvh3ryMDkAIdzJtRHdqG8w8uXAb985P5aXL7VMJqd5sq66ECV6+YlCHKQl5qlRMMFeN6M5/1+zhvNNiePbbHewqqGBYj07ccZZrl4QUQhKvECfputE9qW2w8My3O/Dx9GDWpcl4tDH5vvTjTjZml/D6tMF06xxgp0jbt3vO6cNXqXnc88kmCspr8fY08ZKctAg3IIlXiFNw85mJ1NZbePHHnfh4efD0xQNOeSLPqvQi3liaweVDu3FhcscrCXmqRjz9E7VNxtrrzVZGP/Mzvl4e6JnnGxiZEMcnp4ZCnKI7J/Ti1nGJfLwu+5R3zymurOPu/22iZ0Qgj0/pmCUhT9WKGeOZnNyFQxcb/LylopNwD9LjFeIUmUwmHpioqKm38O6vWfh6e/DgeX1b3fO1Wq088GkqJVX1vHfdMAJ85ON4MqJC/Ajx98aKraJTbYNUdBLuQT7pQrSByWTi0Un9qDObmb0sEz8vT+45p0+rHvufVbv5aUcBj09Oon9sqIMjbZ8OVXSaNrw7H63LprDcNXaUEuJ4JPEK0UYmk4l/ThlAbb2Fl3/ahY+XB7edYLP1bXllPP3tDs7qG8W1o3o4J9B2qGkFp5lTBxgYiRCtJ4lXCDvw8DDxzCXJ1JktzFqi8fXy4IYxCS3et6qugTs+/p0wf29mXSolIYXoaCTxCmEnnh4mnv9zCnUNFmYu3o6vtyd/aWGDg6cWbSOzqJJ5148gPMjXgEiFEEZqc+JVSg0A3gN6Ae8AM7TWJz+9U4h2wMvTg5evGETdvA08umALvp4eXDas2+HfL07bx8fr9nLLuERG94owMFIhhFHatJxIKeULLATWAEOB04Br2x6WEO7Lx8uD16cPZkzvCP7+RRpfbcqloKyGi15fyYzPU0npFsa9rZyAJYRof9q6jvd8IAC4X2udATwIXN/mqIRwc37enrz9l6GM6NmZe+encu/8TaTuLaW23sKrVwzCW6orCdFhtfXTnwL8qrU+tCtzKiBVAIQA/H08+T27BLPFysr0AwA0WKyMnfUL6pFvDY5OCGGUtibeECDr0A+NY7tmpVSnNj6vEO3CyhnjuWBAjFRXEkIc1tbE2wDUHnVbDbbLz0J0eFEhfnQK9JHqSkKIw9o6q7kY22zmpoKBuhbuK0SHJNWVhBBNtTXxrgf+cugHpVRPwBdbQhZCINWVhBBHamviXQ5EKaWmaa0/Av4B/Ki1Nje5jydAfn5+G5sSQgghXF+TfOfZ0u9Np7KVWVNKqSnAx0AVYAXGaa23Nfn9GcCKNjUihBBCuJ8xWuuVR9/Y5sQLoJSKAYYAa7TWB476nS8wDNgHmFt4uBBCCNGeeAJdgPVNltseZpfEK4QQQojWkfI5QgghhBO51e5EHWVDBqXURcCLQHdgKzBda73F2KgcSyn1HfCJ1vp9o2NxFKXUv4EkrfVko2NxBKXUdcCTQAS2KnY3aK23GhuVfSil/LDNVXlAa7208bY44D/YhtK+BP7W0mVFd3KM1zkKeBtQwB7geq31MsOCtIOWXudRv58N7NNaP+GI9t2mx9tRNmRQSiUC72ObIR4LbALmGhiSwymlpgMTjY7DkZRSycCtwF1Gx+IIje/bJ4GLgT7Ab9gmXbo9pVQAMB/bcaep+cBBYBBgwfaZdVstvU6lVCi2k4rZ2I5H84GPlVJukzuOdpz/z0O/PwO40ZExuNMfr6NsyNAPeFBr/YnWugB4nWO8QdoDpVRn4HlAGx2LozQepN4GXtRaZxodj4MMwja5coPWOgfbgfro4jru6nVgO5B96Aal1EBsn8tbG49HDwDXGBKd/TR7ndh6ua9qrV/VWhcCL2GbNNTV+eHZTUuvEwCllA+2z+oORwbgTom3Q2zIoLVepLWe3eSmJCDdqHic4HlsZ9RrjA7EgW4GBgC7lVJTGq/etDfbgPFKqYFKqWDgTuAHg2Oyl39qrf+ObbnkISnAlsaTY7TWRUCtUiraiADtpNnr1Fqv01rPbHKfJKAScOfCDC39fx7yELbL6fMdGYA7Jd4OtyGDUsoL25n0W0bH4ghKqfHABGCG0bE4ilIqCNsl2CwgHrgHWKWUCjQ0MDtrXLv/ObARKAMmA7cbGpSdaK2zWrj5iONRozJsl2Pd0jFe59EeAuZqresdHY+jHOt1KqX6YnvP3uToGNwp8XbEDRkebvz+hqFROEDj5IbZwC1a63Kj43GgPwGBwHit9ePAOdjes+5+WfIISqnhwBRgFBCK7WRxSeOlu/aowx2PlFLXYOvp/9PoWOxNKWXCdjx6Qmvd7BK0vblT4i0GIo+6rd1uyKCUGgPcB1zh7jMlj+FRbIvLFxsdiIPFYXudRQBa6wYgjfYz/nnIlcDHWuvVWusyrfWTQCdsibg96mjHIwW8DFx9dJGkduIGbPnQKZ0cd0q864GRh35ozxsyKKXisY0x3KG13mx0PA4yDbhIKVWilCpp/PkNpdQiY8Oyuxya94LigVwDYnEkDyDq0A+NM0eDOUat2nZgPTBEKeUNh6/g9KX9/b/SOJz3JbbJgd8bHY+DTMNWffFg4/HoQeBBpVSaIxpzp3W8rdmQwe0ppfyBxcAi4PPGMUKAyna2ZnkMR77/nsM2wWqeMeE4zGLgVaXUrcDX2C49DwSuMDIoB1gB/EcptRHbxJtrsU3CWWtkUI6itc5USu0G7gf+r/H7Lq11nqGB2VnjjPxPsc0AfqHJ8ai6nR17rwSabpJ9d+P35xzRmNskXq11g1LqBmxryF6mcUMGY6NyiHOB/o1fNzS5vSew24iAHKFxyclhSqkKoEhr7c6zJZvRWh9QSl2A7QP8HLakdIXWerehgdnf59iWntyBbYLRTuBirXWFoVE51i3AYqXUvYA/MMngeBzhNGwTIME2eeyQ8cBSp0fjIEcfdxp7vc2OU/bidrWaj7chgxBCOFPjZdiRQKrWut1dZhaO4XaJVwghhHBn7jS5SgghhHB7kniFEEIIJ3L45KrG8njDgH1Ae5oFJ4QQQrTEE1tN6/Ut1WFwxqzmYdiWGgghhBAdyRhg5dE3OiPx7gP48MMPiYmJcUJzQgghhHHy8/OZPn06NOa/ozkj8ZoBYmJiiIuLc0JzQgghROss2JjLrCWavJJqYsP8eWCiYuogu+162OLwqtsU0BBCCCHsacHGXB76YjPV9bb8mFtSzUNf2Kr02jH5NiOzmoUQQnRIs5bsOJx0D6muNzNriXZou9LjFUII0aGYLVa+3bKP3JKaFn+fV1Lt0PYl8QohhOgQaurNfLYhhzkrMtlzoAovDxMNlubVG2PD/B0ahyReIYQQ7VppdT3z1uzhvV+zKKqoI6VbGA+d35eqWjMPL9hyxOVmf29PHpioHBqPJF4hhBDtUn5pDXNXZvLR2mwq68yc2SeSm89M5PSEzphMJgA8PEyOnNXcIkm8Qggh2pX0gnJmL8tkwaZcLFaYlNyFm8YmkhQb0uy+Uwd1dXiiPZokXiGEEO3Chj0HeWtZBj9s24+ftwfThnfnhjEJdOscYHRoR5DEK4QQwm1ZrVaW6kLeXJrBut3FhAV4c+eE3lwzMp7wIF+jw2uRJF4hhBBup95sYVFaHrOXZbIjv5zYUD8em5TE5cO6Eejr2qnNtaMTQgghmqiqa+B/6/fyzoosckuqUdHBvHBZCpNTYvH2dI+aUJJ4hRBCuLziyjr+s2o3H6zezcGqeob36MxTU/szXkUdnqHsLiTxCiGEcAktbVgwJL4Tc1dm8cn6bGrqLZzdL5pbxiUwJL6z0eGeMkm8QgghDNfShgX3zU/FYrXi5Wli6sCu3HRmAr2igg2OtO0k8QohhDDcsy1sWGC2Wgny9eSHe8+kS6hjyzg6kyReIYQQTlNV10BmYSUZhRWHv2cUVpJ3jA0LKmvN7SrpgiReIYQQdma1WtlfVtuYVJsk2IIK8kr/SLAeJojrFEBiZCB7iz2pqG2+b7yjNywwgiReIYQQzbQ00eno0oo19Wayiiqb9FxtSTazsILKuj+SaJCvFwmRgYxICCcxMpCEyCASI4OIDw/Az9vzcHtNx3jBORsWGEESrxBCiCO0NNFpxudp/JpRRLCvty3BFlWQc7Aaa5Nd9bqG+ZMQGcifh3YjMSqIxIhAEqOCiAr2PeGSn0NJ3dkbFhhBEq8QQggALBYrmUWVPLlwa7OJTnUNFj79LQd/b08SIgMZ2K0TlwyOIzEyiITIQBIigvD38WxT+0ZsWGAESbxCCNEBWa1WckuqScspJTWnhLS9pWzJLaW8tuGYjzEBW5+ciIeHexWscDWSeIUQogMoqqglLaeE1L2lpOWUkJZTyoHKOgC8PU306xLCRYNiSY4L47klmoLy2mbPERvmL0nXDiTxCiFEO1NWU8/mJj3ZtJySw7OJTSboHRXE+L5RpMSFkhwXRt8uwfh6/XGZ2MfTo8NMdDJCqxKvUupt4MYmN2VorXsppQYA7wG9gHeAGVpra0vPIYQQ4tQcb4ZxTb2ZrXmlR/RkM4sqDz82PjyAwfGduC4ujOS4UAZ0DT3h7j0daaKTEVrb4x0KTATWNf5sVkr5AguBRcAVwOvAtdgSsRBCCDtoaYbxA5+l8sm6bEprGti5vxyzxdbfiQ7xJTkujD8N7kpyY6INC/A5pXY7ykQnI5ww8Sql/IDewAqtdXWT26cCAcD9WutapdSDwGtI4hVCiJNmtVoprqxjf1kt+8tr2F9aw/6yWmYvz2g2w7jebGXt7mLO6BXBhL6JJMeFktItjOgQP4OiFyejNT3eQYAV2KKUigWWAjcBKcCvWutDI/CpQJIjghRCCFfRmsISR6usbSC/rIb9h79qyS+toaD8j38XltdSZ7a0PhAr/Pf6EW18NcIIrUm8ScA24C6gGHgRmANsAbIO3UlrbVVKmZVSnbTWBx0RrBBCGKmly75//zyNrKJK+sYENybX2sMJNr+shoKyWipaWKIT5OtFVIgvMSF+DO/ZmegQP6JDfBu/2/4dFezH+OeWkltS3ezx7bGUYkdxwsSrtZ4LzD30s1LqVmB349eBo+5eg+3ysyReIUS7UlNvZubibc0u+9Y2WHj5p12Hf/b2NBEVbEucfWOCGds7kpjQo5OqH0EnmOB0yAMTlcwwbmdOZTlRAbZ11HlA3FG/Cwbq2hqUEEIYrd5sIS2nhFXpB1iVcYAN2Qepazj2peBv7hxDdIgvnQJ87LrWVWYYtz+tmVz1OvCD1npB400jsY35bgL+3OR+PQFfbJejhRDCrVgsVrbtK2N1xgFWZRSxLqv4cKH/fl1CuPr0eL7cmHu46ERTXcP8SYoNcVhsMsO4fWlNjzcV+LdSqhTwAV4FPgAWA3OUUtO01h8B/wB+1Fo339dJCCFcjNVqJaOwglUZB1iVfoA1WQcoqaoHICEykIsHd2VUYgSnJ4TTOdC2JGdA11C57CvarDWJdw6ggAVAPTAPeFhr3aCUugH4WCn1MrZe8DgHxSmEEG22t7jqcI92VcaBw2URu4b5c06/aEb1CmdkQgQxoS0vy5HLvsIeWjO5ygrc1/h19O++VkolAkOANVrroydbCSGEw5xoaU9BWQ2rM2092lWZRewtts0OjgjyYWRiBKMSwxmVGE73zgEn3LbuELnsK9qqzbWatdb52C47CyGE07S0tOfBL9JIzSnBYrGyKuMAuwoqAAjx8+L0hHCuH92TUb0i6B0V1OpEK4S9ySYJQgi7OJXCEiejtsFMZa2ZytoGymsaWlzaU1Nv4b1fd+Pv7cmwnp25ZEgcoxLD6R8biqfsqiNchCReIUSbtdT7fOiLNOoazIxTUVTUNlBZa6aitqHx30d+P/Tv492n3ty6/VdMQOrj5+Lj5eHAVyzEqZPEK4Ros6e/2d6s91ldb2HG55tP+FiTCQJ9vAjy9SLQ17PxuxedAwMIbvx3oK8XQU1+F+TrxSMLtrS4tCc2zF+SrnBpkniFECfNYrGycW8J32/L54dt+1vcNP2Qp6YOaJJA/0ieh27z9/Y8pYITtQ0WWdoj3JIkXiFEq9TUm1mVUcQP2/bzw7YCiipq8fIwcXpCOAcq6iitrm/2mK5h/vzl9HiHxCNLe4S7ksQrhDimkqo6ft5RwA/b9rNsZyFVdWaCfL04U0VyblI041QUof7ezcZ4wTm9T1naI9yRJF4hxBH2Flc19mr3s253MWaLlegQXy4e1JVzkqIZmRiOr5fnEY+R3qcQrSeJV4gOzmq1sjWvjO8bk+32fWUA9IkO4uYzEzgnKYbkrqEnHIeV3qcQrSOJV4gOqN5sYV1W8eGebW5JNR4mGBrfmYcv6Mc5SdH0iAg0Okwh2iVJvEK0Qy0Vszg7KZplupAftuXz844Cymoa8PP2YEzvSO46uzcT+kYRHuRrdOhCtHuSeIVoZ1oqZnHv/E2YALMVOgf6cG7/GM5NimZM70j8fTyP/4RCCLuSxCtEO9FgtrBzfwVPfL21WTELixWCfD1599rhDInvJOUThTCQJF4h3JDFYiXrQCVpOSWk7i1lc24pW/NKqam3HPMxlbVmhvfs7MQohRAtkcQrhIuzWq3kldaQtreE1JxS0nJK2JxbSnlNA2BbLzugawjThseT0i2Up7/Zzv6y5pWkYsP8nR26EKIFkniFcDFFFbWHe7KHkmxRha0msbenib4xIUxJiSUlLozkbqH0igzCy/OP2sRWK1JKUQgXJolXdCiO3rruZNssq6lnS07p4Z5sWk4puSW2zdpNJugdFcQ4FUVyXCjJcWH06xLcrHjF0aSYhRCuTRKv6DBa3rrOtnuOo5JSS20+8Fkq/129m4NV9WQWVR6+b/fOAQzqHsa1o3qQHBfKgK6hBPqe2kdUilkI4bok8Yp2rbymnszCSjKLKnhsQfPZvtX1Zu6bn8qsJdoh7eeX1mC2HrmPbL3ZtrPPhH7RXDyoK8ndwkjuGkqnQB+HxCCEcC2SeIXbs1is5JVWk1FYSWZhBRmFFWQU2JJtS5OMjma2WhmZGO6Q2D7bkNPi7VYrzLl6qEPaFEK4Nkm8wjAnO95aVddAZmElGYUVh79nFFaSVVRxxDKaYD8vEiODOKNXJIlRgSREBNErKpCr564jr7Sm2fN2DfPnuT+nOOQ1rs44cHjMtimZYSxExyWJVxjiWOOtVquVkYkRjcnVllgPJdqmCcxkgm6dAkiIDGRUYjiJkUEkRAaSGBlERJAPJlPzAhEzzuvr9Nm+D0xUMsNYCHEESbzCELOW7GhxvPXe+ak0HREN9PEkMSqIYT06cUVkNxKjbAm2R3ggft4nV+rQiNm+MsNYCHE0SbzCKYor6w4vl0nLKSG3pPklXwAr8NRF/Rt7sEFEh/i22Hs9VUbM9pUZxkKIpiTxCrurqG1g86F1qbm273uL/1ibmhARiL+3Z7MeL9jGW/8ysoeTIxZCCOeRxCvapKbezPZ9ZaTllJLa2KPNKKzg0AqauE7+pMSFMX1EPMlxoZzWNZRgP+9mY7wgY59CiI6hVYlXKXUR8CLQHdgKTNdab1FKvQ3c2OSuGVrrXvYPUzhaa2YYN5gt7CqosJUzbOzR7thXToPFlmUjgnxJiQtlcnIsyd1CSe4aesz9XWXsUwjRUZ0w8SqlEoH3gVuAn4FZwFxgBDAUmAisa7x782uHwuW1PMM4jYLyGqKC/Q73ZJvufhPs50VyXCg3jk0gpbGcYZdQv5Maj5WxTyFER9SaHm8/4EGt9ScASqnXgdVKKT+gN7BCa918oaJwG7OW6BZmGFt4+psdAPh5ezAgNvTw7jfJcWHEdw7AQ/Z0FUKIk3bCxKu1XnTUTUlAOjAI2yTULUqpWGApcJPWOtveQQrHMVusLRZ4OOTbu8bQO+rI3W+EEEKcupM6miqlvIAHgLewJeBtwDQgGdtl5jn2DlA4Rk29mXlr9nDW80uPeZ+uYf706xIiSVcIIezoZGc1P9z4/Q2tdS22sV4AlFK3AruVUp201gftFaCwr9Lqeuat2cN7v2ZRVFFHSrcwzuobySfr9lLdpOyizDAWQgjHaHXiVUqNAe4DRjcm3aMVACYgFpDE62LyS2uYuzKTj9ZmU1ln5sw+kdx8ZiKnJ3TGZDKREtdJZhgLIYQTtHY5UTwwH7hDa7258bbXgR+01gsa7zYS25ivjPG6kPSCcmYvy2TBplwsVpiU3IWbxiaSFBtyxP1khrEQQjhHa5YT+QOLgUXA50qpoMZfpQH/VkqVAj7Aq8AHWutyRwUrWm/DnoO8tSyDH7btx8/bg2nDu3PDmAS6dQ4wOjQhhOjQWtPjPRfo3/h1Q5PbE4A+wAKgHpjHH2PAwgBWq5VfdAFvLc1k3e5iwgK8uXNCb64ZGX/MQhZCCCGcqzXLib7CNnbbkvsav4SB6s0WFqbmMXtZJnp/ObGhfjw2KYnLh3Uj0FeqggohhCuRo7Ibq6pr4JN1e5m7MovckmpUdDAvXJbC5JRYvGUJkBBCuCRJvG6ouLKO91ft5oPVuympqmd4j848NbU/41WUXbfQE0IIYX+SeN3I3uIq3lmRyf9+20tNvYVzkqK5+cxEhsR3Mjo0IYQQrSSJ1wUdvVPQtBHd2bm/nEVp+/AwwdSBXbnpzAR6RQUbHaoQQoiTJInXxbS0U9CsJRofTxN/Hd2Dv57Rky6h/gZHKYQQ4lRJ4jWY1WrlQGUdmYWVZBRW8K/F25rtFAQQHuTLwxcmGRChEEIIe5LE6yT1Zgt7DlSRWVhBRmOSPfTv0ur6Ez4+v7TGCVEKIYRwNEm8J3D0eOuJahiXVNUdTqy25Gr7d/aBKhos1sP3iwz2JTEykAuTu5AYGURiZCCJkUFc/vZq8kqaJ9nYMLm8LIQQ7YEk3uNoabz1oS82Y7FYGBzfmcyiCjIKKo9IsAcq6w4/3tvTRI/wQPpEBXNe/xhbgo0KIiEykBA/7xbbnDGx7xFtguwUJIQQ7Ykk3uOYtUQ3G2+trjdz76dpR9zWOdCHxMhAzkmKJqGx55oYGURcJ/+T3sv2UG9adgoSQoj2SRJvC6xWKxv3lpBbUn3M+zx7STKJUYEkRATRKdDHru3LTkFCCNF+SeJtYs+BSr7cmMuCjbnsPlB1zPt1DfPnsmHdnBiZEEKI9qLDJ96DlXUs2ryPBRtz2bDnICYTjEwI59bxvbBYLDy5cLuMtwohhLCbDpl4a+rN/LKjgC825rJUF1BvtqKig3nw/L5MSYk9Ygaxn7eXjLcKIYSwmw6TeC0WK+t3F7NgUy6L0/ZRVtNAVLAv147qwdRBXUnqEtLiBgMy3iqEEMKe2n3iTS+oYMHGXL7cmEtuSTUBPp6c1z+Giwd3ZVRiBJ4espuPEEII52mXibeoopavN+WxYFMuaTmleJjgjN6RPDBRcW7/aAJ82uXLFkII4QbaTQaqrjPz/bZ8vtyYy4pdRZgtVvrHhvDIhf2YMjCWqGA/o0MUQggh3CvxHl2+8b5z+hAV4seXG3P5bss+KuvMxIb68bexCVw8qCt9omXbPCGEEK7FbRJvS+Ub7/00FYBgXy8mJccydVBXRvTsjIeM2wohhHBRbpN4WyrfCNApwJvVD03Az9vTgKiEEEKIk3NyhYQNlHeM8o0lVfWSdIUQQrgNt0m8x9oWT7bLE0II4U7cJvE+MFHhf1TPVso3CiGEcDfOGOP1BMjPz2/TkwyNhAfOiOTt5ZnsL6shOsSPv52RwNBIKzk5OXYJVAghhGirJvmuxXFQk9VqdWgASqkzgBUObUQIIYRwPWO01iuPvtEZPd71wBhgH9B8WrIQQgjRvngCXbDlv2Yc3uMVQgghxB/cZnKVEEII0R64TQGNjkQpdRHwItAd2ApM11pvMTYqx1JKfQd8orV+3+hYHEUp9W8gSWs92ehYHEEpdR3wJBABpAI3aK23GhuVOBlKKT9sc3Ie0FovbbxtFPA2oIA9wPVa62WGBWkHLb3Oo34/G9intX7CEe27VY9XKTVAKbVeKXVQKTVLKdXuakMqpRKB94F/ALHAJmCugSE5nFJqOjDR6DgcSSmVDNwK3GV0LI7Q+L59ErgY6AP8BnxsaFB2pJTyazz2jGtyW5xS6ielVJlS6j9KKV8DQ2wzpVQAMB8Y2uS2UOBLYDa249F84GOllFvljqZaep1H/f4M4EZHxuA2f7zGN/VCYA22P9hpwLVGxuQg/YAHtdafaK0LgNc5xhukPVBKdQaeB7TRsThK40HqbeBFrXWm0fE4yCBgjdZ6g9Y6B9uBupfBMdnFcQ7U84GD2F67BdvJsjt7HdgOZDe5TQGvaq1f1VoXAi9hmzTU1fnh2U1LrxMApZQPts/qDkcG4DaJFzgfCADu11pnAA8C1xsbkv1prRdprWc3uSkJSDcqHid4HtsZ9RqjA3Ggm4EBwG6l1BR37xkdwzZgvFJqoFIqGLgT+MHgmOyl2YFaKTUQWyK+tfF49ABwjSHR2c8/tdZ/Bw7PuNVar9Naz2xynySgEmhbYQZjNXudTTyE7XL6fEcG4E6JNwX4VWtd2/hzKrY3QbullPLC9oF+y+hYHEEpNR6YAMwwOhZHUUoFYbsEmwXEA/cAq5RSgYYGZmda623A58BGoAyYDNxuaFD209KBOgXY0nhVCq11EVCrlIo2IkB70FpnteJuDwFztdb1jo7HUY71OpVSfbG9Z29ydAzulHhDsB28ANBaWwGzUqqTcSE53MON398wNAoHaJzcMBu4RWtdbnQ8DvQnIBAYr7V+HDgH25Ubd+8dHUEpNRyYAowCQrGdLC5pvHTn1o5xoD7ieNSoDNs4aLuklLoG2wnHP42Oxd4a5wvNBp7QWje7BG1v7pR4G4Dao26rwXYQa3eUUmOA+4ArmvTy25NHgfVa68VGB+JgcdheZxGA1roBSKOdjH82cSXwsdZ6tda6TGv9JNAJWyJujzra8UgBLwNXa60PGB2PA9yALR86pZPjTsuJiml+sAoG6gyIxaGUUvHYxhju0FpvNjoeB5kGRCqlShp/DgAuU0pdqrWeZFxYdpdD84NxPLDOgFgcyQPbMiLg8ISkYI5Rq7YdKAYij7qtvR6POmGbh/Gi1vp7o+NxkGnAEOCg7RwDPwCl1J+01sn2bsydEu964C+HflBK9QR8sX0A2g2llD+wGFgEfN44RghQ2Xh5vb0Yw5Hvv+ewTbCaZ0w4DrMYeFUpdSvwNbZLzwOBK4wMygFWAP9RSm3ENvHmWmyTcNYaGZQDrQfeVEp5a63rG4dO+gK5BsdlV40z8j/FNrHshSbHo2qtdXsqAXwljcm20d2N359zRGPulHiXA1FKqWla64+wTd3/sZ395wOcC/Rv/Lqhye09gd1GBOQIjUtODlNKVQBFWmt3ni3ZjNb6gFLqAmwf4OewJaUrtNa7DQ3M/j7HtvTkDmzjnDuBi7XWFYZG5SBa60yl1G7gfuD/Gr/v0lrnGRqY/Z2GbQIk2MawDxkPLHV6NA5y9HHn0JW4o49T9uJWtZqVUlOwLcqvwjbDcFzjbEohhHCoxkR7bZOKTiOwXdGwAv7ApJaqIAlxNLdKvABKqRhs1+LXtNNBfiGEm2gc/xwJpGqt29VlZuE4bpd4hRBCCHfmTsuJhBBCCLcniVcIIYRwIkm8QgghhBNJ4hVCCCGcSBKvEEII4USSeIUQQggn+n+mcKke5Wh8CgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "y = np.random.randint(0,10,15)\n",
    "plt.plot(y,marker = '*') \n",
    "plt.plot(y.cumsum(),marker = 'o')\n",
    "\n",
    "fig,axes = plt.subplots(2,1)\n",
    "fig.set_figwidth(8)\n",
    "fig.set_figheight(4)\n",
    "axes[0].plot(y,marker = '*')\n",
    "axes[1].plot(y.cumsum(),marker = 'o')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "188a0f8b",
   "metadata": {},
   "source": [
    "### 4.4.3 嵌套"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "96cd0201",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,y = np.linspace(0,2*np.pi),np.sin(x)\n",
    "\n",
    "fig = plt.figure(figsize=(8,4))\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 轴面 [left, bottom, width,height]\n",
    "ax = plt.axes([0.6,0.6,0.2,0.2])  \n",
    "ax.plot(x,y,color = 'red')\n",
    "\n",
    "ax = fig.add_axes([0.2,0.2,0.2,0.2])\n",
    "ax.plot(x,y,color = 'green',ls  = '--')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cca9cbbf",
   "metadata": {},
   "source": [
    "# 五、进阶图形绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8e7079e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e8f2f2c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "338.391px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
